Pandas Profiling Report

Dataset statistics

Number of variables	64
Number of observations	607464
Missing cells	9152173
Missing cells (%)	23.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	296.6 MiB
Average record size in memory	512.0 B

Variable types

Numeric	20
Categorical	41
Unsupported	2
Boolean	1

Alerts

`EXONERADO` has constant value "False"	Constant
`OFA_ESTADO` has constant value "1.0"	Constant
`ASA_EXONERA` has constant value "0.0"	Constant
`ASA_BECA` has constant value "0.0"	Constant
`ASA_ESTADO_DDA` has constant value "1.0"	Constant
`USU_NACIONALIDAD` has a high cardinality: 75 distinct values	High cardinality
`PARROQUIA_RESIDE` has a high cardinality: 1221 distinct values	High cardinality
`CANTON_RESIDE` has a high cardinality: 229 distinct values	High cardinality
`IES_SIGLAS_INSTIT` has a high cardinality: 67 distinct values	High cardinality
`NOMBRE_INSTITUCION` has a high cardinality: 399 distinct values	High cardinality
`CAMPUS_NOMBRE` has a high cardinality: 184 distinct values	High cardinality
`CAMPUS_CIUDAD` has a high cardinality: 100 distinct values	High cardinality
`CANTON` has a high cardinality: 83 distinct values	High cardinality
`PARROQUIA` has a high cardinality: 127 distinct values	High cardinality
`CARRERA` has a high cardinality: 740 distinct values	High cardinality
`ASA_OBSERVACION` has a high cardinality: 3418 distinct values	High cardinality
`Unnamed: 0` is highly overall correlated with `COD_PARROQUIA_RESIDE` and 3 other fields	High correlation
`ASA_ID` is highly overall correlated with `INI_ID` and 9 other fields	High correlation
`INI_ID` is highly overall correlated with `ASA_ID` and 10 other fields	High correlation
`INS_ID` is highly overall correlated with `ASA_ID` and 10 other fields	High correlation
`COD_PARROQUIA_RESIDE` is highly overall correlated with `Unnamed: 0` and 6 other fields	High correlation
`COD_CANTON_RESIDE` is highly overall correlated with `Unnamed: 0` and 6 other fields	High correlation
`COD_PROV_RESIDE` is highly overall correlated with `Unnamed: 0` and 6 other fields	High correlation
`PRD_ID` is highly overall correlated with `SEGMENTACION_PERSONA` and 4 other fields	High correlation
`POS_ID` is highly overall correlated with `ASA_ID` and 12 other fields	High correlation
`IES_ID` is highly overall correlated with `IES_SIGLAS_INSTIT` and 4 other fields	High correlation
`CAM_ID` is highly overall correlated with `IES_SIGLAS_INSTIT` and 5 other fields	High correlation
`CCP_ID` is highly overall correlated with `ASA_ID` and 10 other fields	High correlation
`CUS_ID_PADRE` is highly overall correlated with `ASA_ID` and 12 other fields	High correlation
`CUS_ID_HIJO` is highly overall correlated with `ASA_ID` and 12 other fields	High correlation
`CAR_ID` is highly overall correlated with `TIPO_INSTITUCION` and 1 other fields	High correlation
`OFA_ID` is highly overall correlated with `ASA_ID` and 10 other fields	High correlation
`PRD_ID_NUM_POSTULACION` is highly overall correlated with `PRD_ID_NUM_ASIGNACION` and 5 other fields	High correlation
`PRD_ID_NUM_ASIGNACION` is highly overall correlated with `PRD_ID_NUM_POSTULACION` and 5 other fields	High correlation
`PROVINCIA_RESIDE` is highly overall correlated with `Unnamed: 0` and 6 other fields	High correlation
`SEGMENTACION_PERSONA` is highly overall correlated with `PRD_ID` and 6 other fields	High correlation
`SEGMETO_CARRERA` is highly overall correlated with `PRD_ID` and 10 other fields	High correlation
`IES_SIGLAS_INSTIT` is highly overall correlated with `IES_ID` and 9 other fields	High correlation
`TIPO_INSTITUCION` is highly overall correlated with `IES_ID` and 7 other fields	High correlation
`TIPO_FINANCIAMIENTO` is highly overall correlated with `INI_ID` and 14 other fields	High correlation
`CAMPUS_CIUDAD` is highly overall correlated with `COD_PARROQUIA_RESIDE` and 11 other fields	High correlation
`PROVINCIA` is highly overall correlated with `COD_PARROQUIA_RESIDE` and 7 other fields	High correlation
`CANTON` is highly overall correlated with `COD_PARROQUIA_RESIDE` and 11 other fields	High correlation
`AREA` is highly overall correlated with `SUBAREA`	High correlation
`SUBAREA` is highly overall correlated with `CAR_ID` and 1 other fields	High correlation
`MODALIDAD` is highly overall correlated with `JORNADA`	High correlation
`NIVEL` is highly overall correlated with `IES_SIGLAS_INSTIT` and 2 other fields	High correlation
`JORNADA` is highly overall correlated with `IES_SIGLAS_INSTIT` and 3 other fields	High correlation
`ACEPTA_CUPO` is highly overall correlated with `ACEPTA_CUPO_DDA`	High correlation
`ASA_ESTADO` is highly overall correlated with `ASA_ID` and 3 other fields	High correlation
`PER_ID` is highly overall correlated with `ASA_ID` and 14 other fields	High correlation
`SEGMENTO` is highly overall correlated with `PRD_ID` and 10 other fields	High correlation
`TIPO_CUPO` is highly overall correlated with `INI_ID` and 20 other fields	High correlation
`INSTANCIA_POSTULACION` is highly overall correlated with `PRD_ID` and 13 other fields	High correlation
`INSTANCIA_ASIGNACION` is highly overall correlated with `PRD_ID` and 13 other fields	High correlation
`ASA_GRATUIDAD` is highly overall correlated with `ASA_ESTADO` and 1 other fields	High correlation
`GRATUIDAD` is highly overall correlated with `ASA_ESTADO` and 1 other fields	High correlation
`ACEPTA_CUPO_DDA` is highly overall correlated with `ACEPTA_CUPO` and 1 other fields	High correlation
`archivo` is highly overall correlated with `ASA_ID` and 14 other fields	High correlation
`USU_NACIONALIDAD` is highly imbalanced (98.8%)	Imbalance
`ETNIA` is highly imbalanced (54.0%)	Imbalance
`SEGMENTACION_PERSONA` is highly imbalanced (69.6%)	Imbalance
`SEGMETO_CARRERA` is highly imbalanced (72.8%)	Imbalance
`MODALIDAD` is highly imbalanced (58.1%)	Imbalance
`NIVEL` is highly imbalanced (61.0%)	Imbalance
`ASA_ESTADO` is highly imbalanced (99.9%)	Imbalance
`SEGMENTO` is highly imbalanced (63.3%)	Imbalance
`DISCAPACIDAD` is highly imbalanced (93.2%)	Imbalance
`INSTANCIA_POSTULACION` is highly imbalanced (56.3%)	Imbalance
`ASA_OBSERVACION` is highly imbalanced (67.6%)	Imbalance
`ASA_GRATUIDAD` is highly imbalanced (83.2%)	Imbalance
`GRATUIDAD` is highly imbalanced (88.4%)	Imbalance
`ACEPTA_CUPO_DDA` is highly imbalanced (51.2%)	Imbalance
`ASA_ID` has 246733 (40.6%) missing values	Missing
`INI_ID` has 134696 (22.2%) missing values	Missing
`INS_ID` has 134696 (22.2%) missing values	Missing
`GENERO` has 138931 (22.9%) missing values	Missing
`USU_FECHA_NAC` has 134721 (22.2%) missing values	Missing
`USU_NACIONALIDAD` has 138459 (22.8%) missing values	Missing
`ETNIA` has 149542 (24.6%) missing values	Missing
`COD_PARROQUIA_RESIDE` has 165315 (27.2%) missing values	Missing
`PARROQUIA_RESIDE` has 165315 (27.2%) missing values	Missing
`COD_CANTON_RESIDE` has 165315 (27.2%) missing values	Missing
`CANTON_RESIDE` has 165315 (27.2%) missing values	Missing
`COD_PROV_RESIDE` has 165315 (27.2%) missing values	Missing
`PROVINCIA_RESIDE` has 165315 (27.2%) missing values	Missing
`PRD_ID` has 134696 (22.2%) missing values	Missing
`SEGMENTACION_PERSONA` has 134696 (22.2%) missing values	Missing
`POS_ID` has 134696 (22.2%) missing values	Missing
`POS_NOTA` has 134696 (22.2%) missing values	Missing
`POS_PRIORIDAD` has 134696 (22.2%) missing values	Missing
`SEGMETO_CARRERA` has 134696 (22.2%) missing values	Missing
`IES_ID` has 134696 (22.2%) missing values	Missing
`IES_SIGLAS_INSTIT` has 217088 (35.7%) missing values	Missing
`NOMBRE_INSTITUCION` has 134696 (22.2%) missing values	Missing
`TIPO_INSTITUCION` has 134696 (22.2%) missing values	Missing
`TIPO_FINANCIAMIENTO` has 134696 (22.2%) missing values	Missing
`CAMPUS_NOMBRE` has 134696 (22.2%) missing values	Missing
`CAM_ID` has 134696 (22.2%) missing values	Missing
`CAMPUS_CIUDAD` has 134696 (22.2%) missing values	Missing
`PROVINCIA` has 134696 (22.2%) missing values	Missing
`CANTON` has 134696 (22.2%) missing values	Missing
`PARROQUIA` has 134696 (22.2%) missing values	Missing
`CCP_ID` has 134696 (22.2%) missing values	Missing
`CUS_ID_PADRE` has 134696 (22.2%) missing values	Missing
`CUS_ID_HIJO` has 134696 (22.2%) missing values	Missing
`CAR_ID` has 134696 (22.2%) missing values	Missing
`CARRERA` has 134696 (22.2%) missing values	Missing
`AREA` has 134696 (22.2%) missing values	Missing
`SUBAREA` has 134696 (22.2%) missing values	Missing
`MODALIDAD` has 134696 (22.2%) missing values	Missing
`NIVEL` has 134696 (22.2%) missing values	Missing
`JORNADA` has 134696 (22.2%) missing values	Missing
`ACEPTA_CUPO` has 134696 (22.2%) missing values	Missing
`ASA_ESTADO` has 134696 (22.2%) missing values	Missing
`OFA_ID` has 134696 (22.2%) missing values	Missing
`ASA_FECHA_ACEPTACION` has 214686 (35.3%) missing values	Missing
`EXONERADO` has 134696 (22.2%) missing values	Missing
`OFA_ESTADO` has 134696 (22.2%) missing values	Missing
`ASA_EXONERA` has 134696 (22.2%) missing values	Missing
`PER_ID` has 134696 (22.2%) missing values	Missing
`SEGMENTO` has 134696 (22.2%) missing values	Missing
`TIPO_CUPO` has 134696 (22.2%) missing values	Missing
`DISCAPACIDAD` has 134696 (22.2%) missing values	Missing
`ASA_BECA` has 134696 (22.2%) missing values	Missing
`PRD_ID_NUM_POSTULACION` has 134696 (22.2%) missing values	Missing
`PRD_ID_NUM_ASIGNACION` has 134696 (22.2%) missing values	Missing
`INSTANCIA_POSTULACION` has 134696 (22.2%) missing values	Missing
`INSTANCIA_ASIGNACION` has 134696 (22.2%) missing values	Missing
`ASA_OBSERVACION` has 134696 (22.2%) missing values	Missing
`ASA_GRATUIDAD` has 246733 (40.6%) missing values	Missing
`GRATUIDAD` has 253300 (41.7%) missing values	Missing
`ACEPTA_CUPO_DDA` has 246733 (40.6%) missing values	Missing
`ASA_ESTADO_DDA` has 246733 (40.6%) missing values	Missing
`USU_FECHA_NAC` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`ASA_FECHA_ACEPTACION` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-03-10 07:46:29.141610
Analysis finished	2023-03-10 07:48:35.444489
Duration	2 minutes and 6.3 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Distinct	134696
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61302.88

Minimum	1
Maximum	134696
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	1
5-th percentile	6075
Q1	30374
median	60747
Q3	91120
95-th percentile	120026
Maximum	134696
Range	134695
Interquartile range (IQR)	60746

Descriptive statistics

Standard deviation	36006.914
Coefficient of variation (CV)	0.58736088
Kurtosis	-1.0924354
Mean	61302.88
Median Absolute Deviation (MAD)	30373
Skewness	0.083618822
Sum	3.7239293 × 10¹⁰
Variance	1.2964978 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5	< 0.1%
69982	5	< 0.1%
69992	5	< 0.1%
69991	5	< 0.1%
69990	5	< 0.1%
69989	5	< 0.1%
69988	5	< 0.1%
69987	5	< 0.1%
69986	5	< 0.1%
69985	5	< 0.1%
Other values (134686)	607414	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	< 0.1%
2	5	< 0.1%
3	5	< 0.1%
4	5	< 0.1%
5	5	< 0.1%
6	5	< 0.1%
7	5	< 0.1%
8	5	< 0.1%
9	5	< 0.1%
10	5	< 0.1%

Value	Count	Frequency (%)
134696	1	< 0.1%
134695	1	< 0.1%
134694	1	< 0.1%
134693	1	< 0.1%
134692	1	< 0.1%
134691	1	< 0.1%
134690	1	< 0.1%
134689	1	< 0.1%
134688	1	< 0.1%
134687	1	< 0.1%

ASA_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	360731
Distinct (%)	100.0%
Missing	246733
Missing (%)	40.6%
Infinite	0
Infinite (%)	0.0%
Mean	2097049.3

Minimum	1869105
Maximum	2301886
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	1869105
5-th percentile	1887141.5
Q1	1959287.5
median	2121521
Q3	2211703.5
95-th percentile	2283849.5
Maximum	2301886
Range	432781
Interquartile range (IQR)	252416

Descriptive statistics

Standard deviation	133557.93
Coefficient of variation (CV)	0.0636885
Kurtosis	-1.3219474
Mean	2097049.3
Median Absolute Deviation (MAD)	122520
Skewness	-0.23765094
Sum	7.564707 × 10¹¹
Variance	1.783772 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1915822	1	< 0.1%
1922936	1	< 0.1%
1972000	1	< 0.1%
1977549	1	< 0.1%
1874763	1	< 0.1%
1893071	1	< 0.1%
1958066	1	< 0.1%
1924116	1	< 0.1%
1962877	1	< 0.1%
1973664	1	< 0.1%
Other values (360721)	360721	59.4%
(Missing)	246733	40.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1869105	1	< 0.1%
1869106	1	< 0.1%
1869107	1	< 0.1%
1869108	1	< 0.1%
1869109	1	< 0.1%
1869110	1	< 0.1%
1869111	1	< 0.1%
1869112	1	< 0.1%
1869113	1	< 0.1%
1869114	1	< 0.1%

Value	Count	Frequency (%)
2301886	1	< 0.1%
2301885	1	< 0.1%
2301884	1	< 0.1%
2301883	1	< 0.1%
2301882	1	< 0.1%
2301881	1	< 0.1%
2301880	1	< 0.1%
2301879	1	< 0.1%
2301878	1	< 0.1%
2301877	1	< 0.1%

INI_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	450555
Distinct (%)	95.3%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	5837607.1

Minimum	3941098
Maximum	7723589
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	3941098
5-th percentile	4003834.8
Q1	5450172
median	6114654
Q3	6842112.2
95-th percentile	7082826.5
Maximum	7723589
Range	3782491
Interquartile range (IQR)	1391940.2

Descriptive statistics

Standard deviation	1072802.8
Coefficient of variation (CV)	0.1837744
Kurtosis	-0.96148936
Mean	5837607.1
Median Absolute Deviation (MAD)	714774
Skewness	-0.44749766
Sum	2.7598338 × 10¹²
Variance	1.1509058 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7038943	6	< 0.1%
4330233	5	< 0.1%
7084088	5	< 0.1%
4090083	5	< 0.1%
4065674	5	< 0.1%
6883629	5	< 0.1%
6788754	5	< 0.1%
4040747	5	< 0.1%
6882194	5	< 0.1%
5477111	5	< 0.1%
Other values (450545)	472717	77.8%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3941098	1	< 0.1%
3941099	1	< 0.1%
3941101	1	< 0.1%
3941104	1	< 0.1%
3941106	1	< 0.1%
3941107	1	< 0.1%
3941109	2	< 0.1%
3941110	1	< 0.1%
3941111	1	< 0.1%
3941112	1	< 0.1%

Value	Count	Frequency (%)
7723589	1	< 0.1%
7723585	1	< 0.1%
7723567	1	< 0.1%
7723560	1	< 0.1%
7723558	1	< 0.1%
7723547	1	< 0.1%
7723545	1	< 0.1%
7723543	1	< 0.1%
7723542	1	< 0.1%
7723541	1	< 0.1%

INS_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	450555
Distinct (%)	95.3%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	9812750

Minimum	7006528
Maximum	12265994
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	7006528
5-th percentile	7132016.6
Q1	9104725
median	10003194
Q3	11439064
95-th percentile	11920521
Maximum	12265994
Range	5259466
Interquartile range (IQR)	2334338.5

Descriptive statistics

Standard deviation	1611931.4
Coefficient of variation (CV)	0.16426907
Kurtosis	-1.1014073
Mean	9812750
Median Absolute Deviation (MAD)	1410499
Skewness	-0.32736817
Sum	4.6391542 × 10¹²
Variance	2.5983227 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11832713	6	< 0.1%
7692444	5	< 0.1%
11923035	5	< 0.1%
7304515	5	< 0.1%
7255675	5	< 0.1%
11522096	5	< 0.1%
11360649	5	< 0.1%
7205809	5	< 0.1%
11519216	5	< 0.1%
9161186	5	< 0.1%
Other values (450545)	472717	77.8%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7006528	1	< 0.1%
7006530	1	< 0.1%
7006534	1	< 0.1%
7006540	1	< 0.1%
7006544	1	< 0.1%
7006546	1	< 0.1%
7006550	2	< 0.1%
7006552	1	< 0.1%
7006554	1	< 0.1%
7006556	1	< 0.1%

Value	Count	Frequency (%)
12265994	1	< 0.1%
12265981	1	< 0.1%
12265974	1	< 0.1%
12265960	1	< 0.1%
12265959	1	< 0.1%
12265958	1	< 0.1%
12265953	1	< 0.1%
12265952	1	< 0.1%
12265948	1	< 0.1%
12265947	1	< 0.1%

GENERO
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	138931
Missing (%)	22.9%
Memory size	4.6 MiB

FEMENINO	263617
MASCULINO	204916

Length

Max length	9
Median length	8
Mean length	8.4373566
Min length	8

Characters and Unicode

Total characters	3953180
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	FEMENINO
2nd row	MASCULINO
3rd row	FEMENINO
4th row	FEMENINO
5th row	MASCULINO

Common Values

Value	Count	Frequency (%)
FEMENINO	263617	43.4%
MASCULINO	204916	33.7%
(Missing)	138931	22.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
femenino	263617	56.3%
masculino	204916	43.7%

Most occurring characters

Value	Count	Frequency (%)
N	732150	18.5%
E	527234	13.3%
M	468533	11.9%
I	468533	11.9%
O	468533	11.9%
F	263617	6.7%
A	204916	5.2%
S	204916	5.2%
C	204916	5.2%
U	204916	5.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3953180	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	732150	18.5%
E	527234	13.3%
M	468533	11.9%
I	468533	11.9%
O	468533	11.9%
F	263617	6.7%
A	204916	5.2%
S	204916	5.2%
C	204916	5.2%
U	204916	5.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3953180	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	732150	18.5%
E	527234	13.3%
M	468533	11.9%
I	468533	11.9%
O	468533	11.9%
F	263617	6.7%
A	204916	5.2%
S	204916	5.2%
C	204916	5.2%
U	204916	5.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3953180	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	732150	18.5%
E	527234	13.3%
M	468533	11.9%
I	468533	11.9%
O	468533	11.9%
F	263617	6.7%
A	204916	5.2%
S	204916	5.2%
C	204916	5.2%
U	204916	5.2%

USU_FECHA_NAC
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	134721
Missing (%)	22.2%
Memory size	4.6 MiB

USU_NACIONALIDAD
Categorical

HIGH CARDINALITY IMBALANCE MISSING

Distinct	75
Distinct (%)	< 0.1%
Missing	138459
Missing (%)	22.8%
Memory size	4.6 MiB

ECUATORIANA	465883
ECUADOR	1159
107	737
COLOMBIANA	378
VENEZOLANA	285
Other values (70)	563

Length

Max length	24
Median length	11
Mean length	10.973868
Min length	2

Characters and Unicode

Total characters	5146799
Distinct characters	40
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	26 ?
Unique (%)	< 0.1%

Sample

1st row	ECUATORIANA
2nd row	ECUATORIANA
3rd row	ECUATORIANA
4th row	ECUATORIANA
5th row	ECUATORIANA

Common Values

Value	Count	Frequency (%)
ECUATORIANA	465883	76.7%
ECUADOR	1159	0.2%
107	737	0.1%
COLOMBIANA	378	0.1%
VENEZOLANA	285	< 0.1%
CUBANA	128	< 0.1%
COLOMBIA	68	< 0.1%
PERUANA	59	< 0.1%
ECUATORIANA / ESPAÑOLA	52	< 0.1%
VENEZUELA	48	< 0.1%
Other values (65)	208	< 0.1%
(Missing)	138459	22.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ecuatoriana	465969	99.3%
ecuador	1159	0.2%
107	737	0.2%
colombiana	380	0.1%
venezolana	290	0.1%
cubana	128	< 0.1%
	86	< 0.1%
colombia	68	< 0.1%
peruana	60	< 0.1%
española	58	< 0.1%
Other values (60)	247	0.1%

Most occurring characters

Value	Count	Frequency (%)
A	1401250	27.2%
O	468426	9.1%
E	468067	9.1%
C	467744	9.1%
U	467412	9.1%
N	467255	9.1%
R	467242	9.1%
I	466529	9.1%
T	466011	9.1%
D	1189	< 0.1%
Other values (30)	5674	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5144153	99.9%
Decimal Number	2337	< 0.1%
Space Separator	177	< 0.1%
Other Punctuation	96	< 0.1%
Math Symbol	18	< 0.1%
Lowercase Letter	18	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1401250	27.2%
O	468426	9.1%
E	468067	9.1%
C	467744	9.1%
U	467412	9.1%
N	467255	9.1%
R	467242	9.1%
I	466529	9.1%
T	466011	9.1%
D	1189	< 0.1%
Other values (15)	3028	0.1%

Decimal Number

Value	Count	Frequency (%)
0	773	33.1%
1	769	32.9%
7	737	31.5%
2	31	1.3%
3	12	0.5%
4	8	0.3%
6	3	0.1%
9	2	0.1%
8	1	< 0.1%
5	1	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
/	91	94.8%
.	5	5.2%

Space Separator

Value	Count	Frequency (%)
	177	100.0%

Math Symbol

Value	Count	Frequency (%)
√	18	100.0%

Lowercase Letter

Value	Count	Frequency (%)
ë	18	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5144171	99.9%
Common	2628	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1401250	27.2%
O	468426	9.1%
E	468067	9.1%
C	467744	9.1%
U	467412	9.1%
N	467255	9.1%
R	467242	9.1%
I	466529	9.1%
T	466011	9.1%
D	1189	< 0.1%
Other values (16)	3046	0.1%

Common

Value	Count	Frequency (%)
0	773	29.4%
1	769	29.3%
7	737	28.0%
	177	6.7%
/	91	3.5%
2	31	1.2%
√	18	0.7%
3	12	0.5%
4	8	0.3%
.	5	0.2%
Other values (4)	7	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5146697	> 99.9%
None	84	< 0.1%
Math Operators	18	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1401250	27.2%
O	468426	9.1%
E	468067	9.1%
C	467744	9.1%
U	467412	9.1%
N	467255	9.1%
R	467242	9.1%
I	466529	9.1%
T	466011	9.1%
D	1189	< 0.1%
Other values (27)	5572	0.1%

None

Value	Count	Frequency (%)
Ñ	66	78.6%
ë	18	21.4%

Math Operators

Value	Count	Frequency (%)
√	18	100.0%

ETNIA
Categorical

IMBALANCE MISSING

Distinct	19
Distinct (%)	< 0.1%
Missing	149542
Missing (%)	24.6%
Memory size	4.6 MiB

Mestizo/a	250665
Mestizo	132528
Indígena	16603
Montubio/a	16105
Montubio	8631
Other values (14)	33390

Length

Max length	36
Median length	9
Mean length	8.7068322
Min length	4

Characters and Unicode

Total characters	3987050
Distinct characters	28
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mestizo/a
2nd row	Mestizo/a
3rd row	Mestizo/a
4th row	Mestizo/a
5th row	Mestizo/a

Common Values

Value	Count	Frequency (%)
Mestizo/a	250665	41.3%
Mestizo	132528	21.8%
Indígena	16603	2.7%
Montubio/a	16105	2.7%
Montubio	8631	1.4%
Ind√≠gena	6297	1.0%
Blanco/a	5547	0.9%
Afroecuatoriano/a o Afrodescendiente	5514	0.9%
Afrodescendiente	3885	0.6%
Blanco	3073	0.5%
Other values (9)	9074	1.5%
(Missing)	149542	24.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mestizo/a	250665	53.5%
mestizo	132528	28.3%
indígena	16603	3.5%
montubio/a	16105	3.4%
afrodescendiente	9399	2.0%
montubio	8631	1.8%
ind√≠gena	6297	1.3%
blanco/a	5547	1.2%
afroecuatoriano/a	5544	1.2%
o	5514	1.2%
Other values (9)	12117	2.6%

Most occurring characters

Value	Count	Frequency (%)
o	482092	12.1%
e	452149	11.3%
t	429000	10.8%
i	423090	10.6%
M	412932	10.4%
s	392592	9.8%
z	383193	9.6%
a	330380	8.3%
/	282987	7.1%
n	103716	2.6%
Other values (18)	294919	7.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3217005	80.7%
Uppercase Letter	463436	11.6%
Other Punctuation	282987	7.1%
Math Symbol	12594	0.3%
Space Separator	11028	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	482092	15.0%
e	452149	14.1%
t	429000	13.3%
i	423090	13.2%
s	392592	12.2%
z	383193	11.9%
a	330380	10.3%
n	103716	3.2%
d	41698	1.3%
u	35283	1.1%
Other values (8)	143812	4.5%

Uppercase Letter

Value	Count	Frequency (%)
M	412932	89.1%
I	22900	4.9%
A	14943	3.2%
B	8620	1.9%
N	2916	0.6%
O	1125	0.2%

Math Symbol

Value	Count	Frequency (%)
√	6297	50.0%
≠	6297	50.0%

Other Punctuation

Value	Count	Frequency (%)
/	282987	100.0%

Space Separator

Value	Count	Frequency (%)
	11028	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3680441	92.3%
Common	306609	7.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	482092	13.1%
e	452149	12.3%
t	429000	11.7%
i	423090	11.5%
M	412932	11.2%
s	392592	10.7%
z	383193	10.4%
a	330380	9.0%
n	103716	2.8%
d	41698	1.1%
Other values (14)	229599	6.2%

Common

Value	Count	Frequency (%)
/	282987	92.3%
	11028	3.6%
√	6297	2.1%
≠	6297	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3957853	99.3%
None	16603	0.4%
Math Operators	12594	0.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	482092	12.2%
e	452149	11.4%
t	429000	10.8%
i	423090	10.7%
M	412932	10.4%
s	392592	9.9%
z	383193	9.7%
a	330380	8.3%
/	282987	7.2%
n	103716	2.6%
Other values (15)	265722	6.7%

None

Value	Count	Frequency (%)
í	16603	100.0%

Math Operators

Value	Count	Frequency (%)
√	6297	50.0%
≠	6297	50.0%

COD_PARROQUIA_RESIDE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1238
Distinct (%)	0.3%
Missing	165315
Missing (%)	27.2%
Infinite	0
Infinite (%)	0.0%
Mean	119234.93

Minimum	10101
Maximum	900751
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	10101
5-th percentile	20450
Q1	90107
median	110902
Q3	170115
95-th percentile	220350
Maximum	900751
Range	890650
Interquartile range (IQR)	80008

Descriptive statistics

Standard deviation	54692.295
Coefficient of variation (CV)	0.45869358
Kurtosis	1.8040074
Mean	119234.93
Median Absolute Deviation (MAD)	40200
Skewness	0.27872148
Sum	5.2719603 × 10¹⁰
Variance	2.9912471 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90112	26598	4.4%
90114	15643	2.6%
90104	9969	1.6%
90115	7562	1.2%
170155	6917	1.1%
170108	6145	1.0%
170111	5226	0.9%
90701	4703	0.8%
130106	3913	0.6%
60101	3807	0.6%
Other values (1228)	351666	57.9%
(Missing)	165315	27.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10101	785	0.1%
10102	283	< 0.1%
10103	591	0.1%
10104	185	< 0.1%
10105	994	0.2%
10106	73	< 0.1%
10107	371	0.1%
10108	473	0.1%
10109	633	0.1%
10110	220	< 0.1%

Value	Count	Frequency (%)
900751	1	< 0.1%
900451	21	< 0.1%
900151	3	< 0.1%
240352	814	0.1%
240351	213	< 0.1%
240350	3	< 0.1%
240304	264	< 0.1%
240303	119	< 0.1%
240302	193	< 0.1%
240301	301	< 0.1%

PARROQUIA_RESIDE
Categorical

HIGH CARDINALITY MISSING

Distinct	1221
Distinct (%)	0.3%
Missing	165315
Missing (%)	27.2%
Memory size	4.6 MiB

TARQUI	29415
XIMENA	15643
FEBRES CORDERO	9969
PASCUALES	7562
CALDERON (CARAPUNGO)	6917
Other values (1216)	372643

Length

Max length	97
Median length	48
Mean length	11.481607
Min length	4

Characters and Unicode

Total characters	5076581
Distinct characters	56
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21 ?
Unique (%)	< 0.1%

Sample

1st row	CHIMBACALLE
2nd row	ROCAFUERTE
3rd row	MONAY
4th row	EL VECINO
5th row	TOTORACOCHA

Common Values

Value	Count	Frequency (%)
TARQUI	29415	4.8%
XIMENA	15643	2.6%
FEBRES CORDERO	9969	1.6%
PASCUALES	7562	1.2%
CALDERON (CARAPUNGO)	6917	1.1%
CHILLOGALLO	6145	1.0%
GUAMANÍ	3993	0.7%
LIZARZABURU	3807	0.6%
LA LIBERTAD	3778	0.6%
SUCRE	3765	0.6%
Other values (1211)	351155	57.8%
(Missing)	165315	27.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
san	38232	4.9%
de	30381	3.9%
tarqui	29421	3.8%
la	25628	3.3%
el	20638	2.7%
ximena	15643	2.0%
cordero	10534	1.4%
febres	10431	1.3%
alfaro	9436	1.2%
santa	9166	1.2%
Other values (1362)	575132	74.2%

Most occurring characters

Value	Count	Frequency (%)
A	720550	14.2%
O	398952	7.9%
E	398272	7.8%
	339081	6.7%
L	330726	6.5%
R	319109	6.3%
N	306212	6.0%
I	288783	5.7%
C	255379	5.0%
S	222101	4.4%
Other values (46)	1497416	29.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4605838	90.7%
Space Separator	339081	6.7%
Open Punctuation	44869	0.9%
Close Punctuation	44755	0.9%
Math Symbol	16732	0.3%
Lowercase Letter	12058	0.2%
Decimal Number	8092	0.2%
Other Punctuation	4665	0.1%
Dash Punctuation	491	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	720550	15.6%
O	398952	8.7%
E	398272	8.6%
L	330726	7.2%
R	319109	6.9%
N	306212	6.6%
I	288783	6.3%
C	255379	5.5%
S	222101	4.8%
U	220214	4.8%
Other values (23)	1145540	24.9%

Decimal Number

Value	Count	Frequency (%)
1	2533	31.3%
2	1727	21.3%
5	1408	17.4%
8	1102	13.6%
4	786	9.7%
0	348	4.3%
7	137	1.7%
6	40	0.5%
9	11	0.1%

Lowercase Letter

Value	Count	Frequency (%)
ç	5390	44.7%
â	2546	21.1%
ì	2249	18.7%
ë	1873	15.5%

Other Punctuation

Value	Count	Frequency (%)
.	4528	97.1%
,	115	2.5%
:	22	0.5%

Open Punctuation

Value	Count	Frequency (%)
(	44755	99.7%
‚	114	0.3%

Dash Punctuation

Value	Count	Frequency (%)
–	297	60.5%
-	194	39.5%

Space Separator

Value	Count	Frequency (%)
	339081	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	44755	100.0%

Math Symbol

Value	Count	Frequency (%)
√	16732	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4617896	91.0%
Common	458685	9.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	720550	15.6%
O	398952	8.6%
E	398272	8.6%
L	330726	7.2%
R	319109	6.9%
N	306212	6.6%
I	288783	6.3%
C	255379	5.5%
S	222101	4.8%
U	220214	4.8%
Other values (27)	1157598	25.1%

Common

Value	Count	Frequency (%)
	339081	73.9%
(	44755	9.8%
)	44755	9.8%
√	16732	3.6%
.	4528	1.0%
1	2533	0.6%
2	1727	0.4%
5	1408	0.3%
8	1102	0.2%
4	786	0.2%
Other values (9)	1278	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4988754	98.3%
None	70684	1.4%
Math Operators	16732	0.3%
Punctuation	411	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	720550	14.4%
O	398952	8.0%
E	398272	8.0%
	339081	6.8%
L	330726	6.6%
R	319109	6.4%
N	306212	6.1%
I	288783	5.8%
C	255379	5.1%
S	222101	4.5%
Other values (32)	1409589	28.3%

None

Value	Count	Frequency (%)
Í	17288	24.5%
Á	14169	20.0%
É	9840	13.9%
Ó	7403	10.5%
ç	5390	7.6%
Ñ	5024	7.1%
Å	4788	6.8%
â	2546	3.6%
ì	2249	3.2%
ë	1873	2.6%

Math Operators

Value	Count	Frequency (%)
√	16732	100.0%

Punctuation

Value	Count	Frequency (%)
–	297	72.3%
‚	114	27.7%

COD_CANTON_RESIDE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	224
Distinct (%)	0.1%
Missing	165315
Missing (%)	27.2%
Infinite	0
Infinite (%)	0.0%
Mean	1192.1062

Minimum	101
Maximum	9007
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	101
5-th percentile	204
Q1	901
median	1109
Q3	1701
95-th percentile	2203
Maximum	9007
Range	8906
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	546.89735
Coefficient of variation (CV)	0.45876561
Kurtosis	1.8045692
Mean	1192.1062
Median Absolute Deviation (MAD)	402
Skewness	0.27849485
Sum	5.2708858 × 10⁸
Variance	299096.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1701	75136	12.4%
901	68164	11.2%
101	14368	2.4%
1801	12721	2.1%
1301	11995	2.0%
601	11759	1.9%
2301	10575	1.7%
1308	9109	1.5%
1101	9034	1.5%
501	8205	1.4%
Other values (214)	211083	34.7%
(Missing)	165315	27.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101	14368	2.4%
102	141	< 0.1%
103	589	0.1%
104	136	< 0.1%
105	485	0.1%
106	73	< 0.1%
107	57	< 0.1%
108	182	< 0.1%
109	324	0.1%
110	72	< 0.1%

Value	Count	Frequency (%)
9007	1	< 0.1%
9004	21	< 0.1%
9001	3	< 0.1%
2403	1907	0.3%
2402	3333	0.5%
2401	4037	0.7%
2302	1108	0.2%
2301	10575	1.7%
2204	323	0.1%
2203	968	0.2%

CANTON_RESIDE
Categorical

HIGH CARDINALITY MISSING

Distinct	229
Distinct (%)	0.1%
Missing	165315
Missing (%)	27.2%
Memory size	4.6 MiB

DISTRITO METROPOLITANO DE QUITO	75136
GUAYAQUIL	68164
CUENCA	14368
AMBATO	12721
PORTOVIEJO	11995
Other values (224)	259765

Length

Max length	32
Median length	28
Mean length	12.041764
Min length	3

Characters and Unicode

Total characters	5324254
Distinct characters	33
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	DISTRITO METROPOLITANO DE QUITO
2nd row	GUAYAQUIL
3rd row	CUENCA
4th row	CUENCA
5th row	CUENCA

Common Values

Value	Count	Frequency (%)
DISTRITO METROPOLITANO DE QUITO	75136	12.4%
GUAYAQUIL	68164	11.2%
CUENCA	14368	2.4%
AMBATO	12721	2.1%
PORTOVIEJO	11995	2.0%
RIOBAMBA	11759	1.9%
SANTO DOMINGO	10575	1.7%
MANTA	9109	1.5%
LOJA	9034	1.5%
LATACUNGA	8205	1.4%
Other values (219)	211083	34.7%
(Missing)	165315	27.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
de	78888	10.7%
quito	75597	10.3%
distrito	75136	10.2%
metropolitano	75136	10.2%
guayaquil	68164	9.3%
cuenca	14368	2.0%
ambato	12721	1.7%
portoviejo	11995	1.6%
riobamba	11759	1.6%
santo	10575	1.4%
Other values (259)	299591	40.8%

Most occurring characters

Value	Count	Frequency (%)
A	662010	12.4%
O	601084	11.3%
I	502860	9.4%
T	482875	9.1%
E	316756	5.9%
U	312343	5.9%
	292246	5.5%
L	275987	5.2%
R	273245	5.1%
N	234668	4.4%
Other values (23)	1370180	25.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5025258	94.4%
Space Separator	292246	5.5%
Math Symbol	2173	< 0.1%
Lowercase Letter	2173	< 0.1%
Decimal Number	1356	< 0.1%
Open Punctuation	524	< 0.1%
Close Punctuation	524	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	662010	13.2%
O	601084	12.0%
I	502860	10.0%
T	482875	9.6%
E	316756	6.3%
U	312343	6.2%
L	275987	5.5%
R	273245	5.4%
N	234668	4.7%
D	215362	4.3%
Other values (16)	1148068	22.8%

Decimal Number

Value	Count	Frequency (%)
2	678	50.0%
4	678	50.0%

Space Separator

Value	Count	Frequency (%)
	292246	100.0%

Math Symbol

Value	Count	Frequency (%)
√	2173	100.0%

Lowercase Letter

Value	Count	Frequency (%)
ë	2173	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	524	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	524	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5027431	94.4%
Common	296823	5.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	662010	13.2%
O	601084	12.0%
I	502860	10.0%
T	482875	9.6%
E	316756	6.3%
U	312343	6.2%
L	275987	5.5%
R	273245	5.4%
N	234668	4.7%
D	215362	4.3%
Other values (17)	1150241	22.9%

Common

Value	Count	Frequency (%)
	292246	98.5%
√	2173	0.7%
2	678	0.2%
4	678	0.2%
(	524	0.2%
)	524	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5314488	99.8%
None	7593	0.1%
Math Operators	2173	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	662010	12.5%
O	601084	11.3%
I	502860	9.5%
T	482875	9.1%
E	316756	6.0%
U	312343	5.9%
	292246	5.5%
L	275987	5.2%
R	273245	5.1%
N	234668	4.4%
Other values (20)	1360414	25.6%

None

Value	Count	Frequency (%)
Ñ	5420	71.4%
ë	2173	28.6%

Math Operators

Value	Count	Frequency (%)
√	2173	100.0%

COD_PROV_RESIDE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	< 0.1%
Missing	165315
Missing (%)	27.2%
Infinite	0
Infinite (%)	0.0%
Mean	11.887735

Minimum	1
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	9
median	11
Q3	17
95-th percentile	22
Maximum	90
Range	89
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.4735831
Coefficient of variation (CV)	0.46043954
Kurtosis	1.7931608
Mean	11.887735
Median Absolute Deviation (MAD)	4
Skewness	0.28376817
Sum	5256150
Variance	29.960111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
9	100944	16.6%
17	89817	14.8%
13	43643	7.2%
12	23963	3.9%
18	19182	3.2%
7	18502	3.0%
1	17113	2.8%
6	16451	2.7%
5	15437	2.5%
11	14538	2.4%
Other values (15)	82559	13.6%
(Missing)	165315	27.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	17113	2.8%
2	7270	1.2%
3	4690	0.8%
4	4828	0.8%
5	15437	2.5%
6	16451	2.7%
7	18502	3.0%
8	10007	1.6%
9	100944	16.6%
10	13429	2.2%

Value	Count	Frequency (%)
90	25	< 0.1%
24	9277	1.5%
23	11683	1.9%
22	3086	0.5%
21	4371	0.7%
20	305	0.1%
19	3118	0.5%
18	19182	3.2%
17	89817	14.8%
16	3193	0.5%

PROVINCIA_RESIDE
Categorical

HIGH CORRELATION MISSING

Distinct	26
Distinct (%)	< 0.1%
Missing	165315
Missing (%)	27.2%
Memory size	4.6 MiB

GUAYAS	100944
PICHINCHA	89817
MANABI	43643
LOS RIOS	23963
TUNGURAHUA	19182
Other values (21)	164600

Length

Max length	30
Median length	16
Mean length	8.0709263
Min length	4

Characters and Unicode

Total characters	3568552
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PICHINCHA
2nd row	GUAYAS
3rd row	AZUAY
4th row	AZUAY
5th row	AZUAY

Common Values

Value	Count	Frequency (%)
GUAYAS	100944	16.6%
PICHINCHA	89817	14.8%
MANABI	43643	7.2%
LOS RIOS	23963	3.9%
TUNGURAHUA	19182	3.2%
EL ORO	18502	3.0%
AZUAY	17113	2.8%
CHIMBORAZO	16451	2.7%
COTOPAXI	15437	2.5%
LOJA	14538	2.4%
Other values (16)	82559	13.6%
(Missing)	165315	27.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
guayas	100944	18.5%
pichincha	89817	16.4%
manabi	43643	8.0%
los	35646	6.5%
rios	23963	4.4%
tungurahua	19182	3.5%
el	18502	3.4%
oro	18502	3.4%
azuay	17113	3.1%
chimborazo	16451	3.0%
Other values (26)	163033	29.8%

Most occurring characters

Value	Count	Frequency (%)
A	665451	18.6%
I	341658	9.6%
C	248158	7.0%
O	241463	6.8%
S	240163	6.7%
H	238014	6.7%
N	211098	5.9%
U	197799	5.5%
G	135424	3.8%
R	127531	3.6%
Other values (16)	921793	25.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3460861	97.0%
Space Separator	104647	2.9%
Math Symbol	1522	< 0.1%
Lowercase Letter	1522	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	665451	19.2%
I	341658	9.9%
C	248158	7.2%
O	241463	7.0%
S	240163	6.9%
H	238014	6.9%
N	211098	6.1%
U	197799	5.7%
G	135424	3.9%
R	127531	3.7%
Other values (13)	814102	23.5%

Space Separator

Value	Count	Frequency (%)
	104647	100.0%

Math Symbol

Value	Count	Frequency (%)
√	1522	100.0%

Lowercase Letter

Value	Count	Frequency (%)
ë	1522	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3462383	97.0%
Common	106169	3.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	665451	19.2%
I	341658	9.9%
C	248158	7.2%
O	241463	7.0%
S	240163	6.9%
H	238014	6.9%
N	211098	6.1%
U	197799	5.7%
G	135424	3.9%
R	127531	3.7%
Other values (14)	815624	23.6%

Common

Value	Count	Frequency (%)
	104647	98.6%
√	1522	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3562340	99.8%
None	4690	0.1%
Math Operators	1522	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	665451	18.7%
I	341658	9.6%
C	248158	7.0%
O	241463	6.8%
S	240163	6.7%
H	238014	6.7%
N	211098	5.9%
U	197799	5.6%
G	135424	3.8%
R	127531	3.6%
Other values (13)	915581	25.7%

None

Value	Count	Frequency (%)
Ñ	3168	67.5%
ë	1522	32.5%

Math Operators

Value	Count	Frequency (%)
√	1522	100.0%

PRD_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	12
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	332.68377

Minimum	47
Maximum	914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	47
5-th percentile	47
Q1	47
median	47
Q3	676
95-th percentile	676
Maximum	914
Range	867
Interquartile range (IQR)	629

Descriptive statistics

Standard deviation	312.63395
Coefficient of variation (CV)	0.93973312
Kurtosis	-1.9507238
Mean	332.68377
Median Absolute Deviation (MAD)	0
Skewness	0.18899669
Sum	1.5728224 × 10⁸
Variance	97739.988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
47	256362	42.2%
676	209369	34.5%
447	3110	0.5%
811	1651	0.3%
451	847	0.1%
48	607	0.1%
810	369	0.1%
450	253	< 0.1%
914	91	< 0.1%
452	68	< 0.1%
Other values (2)	41	< 0.1%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47	256362	42.2%
48	607	0.1%
447	3110	0.5%
450	253	< 0.1%
451	847	0.1%
452	68	< 0.1%
676	209369	34.5%
801	15	< 0.1%
802	26	< 0.1%
810	369	0.1%

Value	Count	Frequency (%)
914	91	< 0.1%
811	1651	0.3%
810	369	0.1%
802	26	< 0.1%
801	15	< 0.1%
676	209369	34.5%
452	68	< 0.1%
451	847	0.1%
450	253	< 0.1%
447	3110	0.5%

SEGMENTACION_PERSONA
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	13
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

POBLACION GENERAL	256362
POLITICA DE ACCION AFIRMATIVA	209369
MERITO TERRITORIAL	3110
DUAL FOCALIZADO FUERZA TERRESTRE	1651
DUAL FOCALIZADO MIES	847
Other values (8)	1429

Length

Max length	66
Median length	17
Mean length	22.382304
Min length	3

Characters and Unicode

Total characters	10581637
Distinct characters	25
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	POLITICA DE ACCION AFIRMATIVA
2nd row	POBLACION GENERAL
3rd row	POBLACION GENERAL
4th row	POLITICA DE ACCION AFIRMATIVA
5th row	POLITICA DE ACCION AFIRMATIVA

Common Values

Value	Count	Frequency (%)
POBLACION GENERAL	256362	42.2%
POLITICA DE ACCION AFIRMATIVA	209369	34.5%
MERITO TERRITORIAL	3110	0.5%
DUAL FOCALIZADO FUERZA TERRESTRE	1651	0.3%
DUAL FOCALIZADO MIES	847	0.1%
GAR	607	0.1%
DUAL FOCALIZADO POLICIA	253	< 0.1%
DUAL FOCALIZADO FUERZA A√âREA	230	< 0.1%
DUAL FOCALIZADO FUERZA AÉREA	139	< 0.1%
DUAL FOCALIZADO CUERPO DE BOMBEROS	91	< 0.1%
Other values (3)	109	< 0.1%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
poblacion	256362	18.7%
general	256362	18.7%
de	209490	15.3%
politica	209369	15.3%
accion	209369	15.3%
afirmativa	209369	15.3%
dual	3305	0.2%
focalizado	3305	0.2%
merito	3110	0.2%
territorial	3110	0.2%
Other values (21)	6248	0.5%

Most occurring characters

Value	Count	Frequency (%)
A	1576588	14.9%
I	1317553	12.5%
O	944941	8.9%
	896631	8.5%
C	888283	8.4%
E	737173	7.0%
L	732111	6.9%
N	722315	6.8%
R	486580	4.6%
P	466199	4.4%
Other values (15)	1813263	17.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	9684516	91.5%
Space Separator	896631	8.5%
Math Symbol	245	< 0.1%
Lowercase Letter	245	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1576588	16.3%
I	1317553	13.6%
O	944941	9.8%
C	888283	9.2%
E	737173	7.6%
L	732111	7.6%
N	722315	7.5%
R	486580	5.0%
P	466199	4.8%
T	431494	4.5%
Other values (11)	1381279	14.3%

Lowercase Letter

Value	Count	Frequency (%)
â	230	93.9%
ì	15	6.1%

Space Separator

Value	Count	Frequency (%)
	896631	100.0%

Math Symbol

Value	Count	Frequency (%)
√	245	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9684761	91.5%
Common	896876	8.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1576588	16.3%
I	1317553	13.6%
O	944941	9.8%
C	888283	9.2%
E	737173	7.6%
L	732111	7.6%
N	722315	7.5%
R	486580	5.0%
P	466199	4.8%
T	431494	4.5%
Other values (13)	1381524	14.3%

Common

Value	Count	Frequency (%)
	896631	> 99.9%
√	245	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10581008	> 99.9%
None	384	< 0.1%
Math Operators	245	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1576588	14.9%
I	1317553	12.5%
O	944941	8.9%
	896631	8.5%
C	888283	8.4%
E	737173	7.0%
L	732111	6.9%
N	722315	6.8%
R	486580	4.6%
P	466199	4.4%
Other values (11)	1812634	17.1%

Math Operators

Value	Count	Frequency (%)
√	245	100.0%

None

Value	Count	Frequency (%)
â	230	59.9%
É	139	36.2%
ì	15	3.9%

POS_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	472759
Distinct (%)	> 99.9%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	23146826

Minimum	16425448
Maximum	29581621
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	16425448
5-th percentile	16746792
Q1	21423152
median	23750766
Q3	26579638
95-th percentile	28354920
Maximum	29581621
Range	13156173
Interquartile range (IQR)	5156486

Descriptive statistics

Standard deviation	3845274.4
Coefficient of variation (CV)	0.16612535
Kurtosis	-1.0411236
Mean	23146826
Median Absolute Deviation (MAD)	2728354.5
Skewness	-0.36973094
Sum	1.0943078 × 10¹³
Variance	1.4786136 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16430690	2	< 0.1%
16859944	2	< 0.1%
16662058	2	< 0.1%
16719369	2	< 0.1%
17038675	2	< 0.1%
16709177	2	< 0.1%
16621873	2	< 0.1%
16462144	2	< 0.1%
16845995	2	< 0.1%
25789835	1	< 0.1%
Other values (472749)	472749	77.8%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16425448	1	< 0.1%
16425453	1	< 0.1%
16425469	1	< 0.1%
16425490	1	< 0.1%
16425497	1	< 0.1%
16425524	1	< 0.1%
16425534	1	< 0.1%
16425544	1	< 0.1%
16425565	1	< 0.1%
16425580	1	< 0.1%

Value	Count	Frequency (%)
29581621	1	< 0.1%
29581614	1	< 0.1%
29581599	1	< 0.1%
29581594	1	< 0.1%
29581554	1	< 0.1%
29581543	1	< 0.1%
29581537	1	< 0.1%
29581506	1	< 0.1%
29581497	1	< 0.1%
29581489	1	< 0.1%

POS_NOTA
Real number (ℝ)

Distinct	512
Distinct (%)	0.1%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	780.17397

Minimum	392
Maximum	1000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	392
5-th percentile	664
Q1	729
median	778
Q3	830
95-th percentile	906
Maximum	1000
Range	608
Interquartile range (IQR)	101

Descriptive statistics

Standard deviation	72.967398
Coefficient of variation (CV)	0.093527086
Kurtosis	-0.27610439
Mean	780.17397
Median Absolute Deviation (MAD)	51
Skewness	0.11184105
Sum	3.6884129 × 10⁸
Variance	5324.2412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
780	2589	0.4%
766	2567	0.4%
770	2559	0.4%
778	2558	0.4%
774	2556	0.4%
758	2547	0.4%
747	2545	0.4%
786	2539	0.4%
753	2538	0.4%
789	2533	0.4%
Other values (502)	447237	73.6%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
392	1	< 0.1%
433	1	< 0.1%
437	1	< 0.1%
439	1	< 0.1%
448	1	< 0.1%
453	1	< 0.1%
464	2	< 0.1%
466	2	< 0.1%
469	1	< 0.1%
471	1	< 0.1%

Value	Count	Frequency (%)
1000	42	< 0.1%
999	4	< 0.1%
998	10	< 0.1%
997	14	< 0.1%
996	13	< 0.1%
995	14	< 0.1%
994	18	< 0.1%
993	24	< 0.1%
992	17	< 0.1%
991	38	< 0.1%

POS_PRIORIDAD
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

1.0	274986
2.0	109895
3.0	37246
4.0	28443
5.0	22198

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1418304
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	5.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	274986	45.3%
2.0	109895	18.1%
3.0	37246	6.1%
4.0	28443	4.7%
5.0	22198	3.7%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	274986	58.2%
2.0	109895	23.2%
3.0	37246	7.9%
4.0	28443	6.0%
5.0	22198	4.7%

Most occurring characters

Value	Count	Frequency (%)
.	472768	33.3%
0	472768	33.3%
1	274986	19.4%
2	109895	7.7%
3	37246	2.6%
4	28443	2.0%
5	22198	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	945536	66.7%
Other Punctuation	472768	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	472768	50.0%
1	274986	29.1%
2	109895	11.6%
3	37246	3.9%
4	28443	3.0%
5	22198	2.3%

Other Punctuation

Value	Count	Frequency (%)
.	472768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1418304	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	472768	33.3%
0	472768	33.3%
1	274986	19.4%
2	109895	7.7%
3	37246	2.6%
4	28443	2.0%
5	22198	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1418304	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	472768	33.3%
0	472768	33.3%
1	274986	19.4%
2	109895	7.7%
3	37246	2.6%
4	28443	2.0%
5	22198	1.6%

SEGMETO_CARRERA
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	15
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

OFERTA PÚBLICA	346724
OFERTA P√öBLICA	104869
POLITICA DE ACCION AFIRMATIVA	17111
DUAL FOCALIZADO FUERZA TERRESTRE	1651
DUAL FOCALIZADO MIES	847
Other values (10)	1566

Length

Max length	66
Median length	14
Mean length	14.871478
Min length	3

Characters and Unicode

Total characters	7030759
Distinct characters	31
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	POLITICA DE ACCION AFIRMATIVA
2nd row	OFERTA PÚBLICA
3rd row	OFERTA PÚBLICA
4th row	OFERTA PÚBLICA
5th row	OFERTA PÚBLICA

Common Values

Value	Count	Frequency (%)
OFERTA PÚBLICA	346724	57.1%
OFERTA P√öBLICA	104869	17.3%
POLITICA DE ACCION AFIRMATIVA	17111	2.8%
DUAL FOCALIZADO FUERZA TERRESTRE	1651	0.3%
DUAL FOCALIZADO MIES	847	0.1%
POBLACION GENERAL	685	0.1%
DUAL FOCALIZADO POLICIA	253	< 0.1%
DUAL FOCALIZADO FUERZA A√âREA	230	< 0.1%
DUAL FOCALIZADO FUERZA AÉREA	139	< 0.1%
DUAL FOCALIZADO CUERPO DE BOMBEROS	91	< 0.1%
Other values (5)	168	< 0.1%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
oferta	451593	45.8%
pública	346724	35.2%
p√öblica	104869	10.6%
de	17232	1.7%
politica	17111	1.7%
accion	17111	1.7%
afirmativa	17111	1.7%
focalizado	3305	0.3%
dual	3305	0.3%
fuerza	2020	0.2%
Other values (27)	5266	0.5%

Most occurring characters

Value	Count	Frequency (%)
A	1003472	14.3%
I	542849	7.7%
	512879	7.3%
C	507479	7.2%
O	494552	7.0%
T	489295	7.0%
E	479258	6.8%
R	477250	6.8%
L	476982	6.8%
F	474029	6.7%
Other values (21)	1572714	22.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6307436	89.7%
Space Separator	512879	7.3%
Math Symbol	105114	1.5%
Lowercase Letter	105114	1.5%
Decimal Number	216	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1003472	15.9%
I	542849	8.6%
C	507479	8.0%
O	494552	7.8%
T	489295	7.8%
E	479258	7.6%
R	477250	7.6%
L	476982	7.6%
F	474029	7.5%
P	469911	7.5%
Other values (12)	892359	14.1%

Decimal Number

Value	Count	Frequency (%)
2	54	25.0%
0	54	25.0%
1	54	25.0%
9	54	25.0%

Lowercase Letter

Value	Count	Frequency (%)
ö	104869	99.8%
â	230	0.2%
ì	15	< 0.1%

Space Separator

Value	Count	Frequency (%)
	512879	100.0%

Math Symbol

Value	Count	Frequency (%)
√	105114	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6412550	91.2%
Common	618209	8.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1003472	15.6%
I	542849	8.5%
C	507479	7.9%
O	494552	7.7%
T	489295	7.6%
E	479258	7.5%
R	477250	7.4%
L	476982	7.4%
F	474029	7.4%
P	469911	7.3%
Other values (15)	997473	15.6%

Common

Value	Count	Frequency (%)
	512879	83.0%
√	105114	17.0%
2	54	< 0.1%
0	54	< 0.1%
1	54	< 0.1%
9	54	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6473668	92.1%
None	451977	6.4%
Math Operators	105114	1.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1003472	15.5%
I	542849	8.4%
	512879	7.9%
C	507479	7.8%
O	494552	7.6%
T	489295	7.6%
E	479258	7.4%
R	477250	7.4%
L	476982	7.4%
F	474029	7.3%
Other values (15)	1015623	15.7%

None

Value	Count	Frequency (%)
Ú	346724	76.7%
ö	104869	23.2%
â	230	0.1%
É	139	< 0.1%
ì	15	< 0.1%

Math Operators

Value	Count	Frequency (%)
√	105114	100.0%

IES_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	248
Distinct (%)	0.1%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	178.10219

Minimum	22
Maximum	1054
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	22
5-th percentile	22
Q1	51
median	60
Q3	89
95-th percentile	875
Maximum	1054
Range	1032
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	261.01568
Coefficient of variation (CV)	1.4655388
Kurtosis	2.968754
Mean	178.10219
Median Absolute Deviation (MAD)	25
Skewness	2.0514168
Sum	84201018
Variance	68129.186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59	64172	10.6%
51	38426	6.3%
22	33316	5.5%
86	25514	4.2%
46	24748	4.1%
31	18400	3.0%
102	15324	2.5%
89	11843	1.9%
48	11416	1.9%
83	10856	1.8%
Other values (238)	218753	36.0%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	33316	5.5%
23	2720	0.4%
29	6678	1.1%
30	4829	0.8%
31	18400	3.0%
32	5052	0.8%
38	1312	0.2%
39	4118	0.7%
43	21	< 0.1%
44	573	0.1%

Value	Count	Frequency (%)
1054	54	< 0.1%
1053	35	< 0.1%
1051	304	0.1%
1050	69	< 0.1%
1049	6	< 0.1%
1047	35	< 0.1%
1046	1041	0.2%
1045	102	< 0.1%
1040	1111	0.2%
1034	1390	0.2%

IES_SIGLAS_INSTIT
Categorical

HIGH CARDINALITY HIGH CORRELATION MISSING

Distinct	67
Distinct (%)	< 0.1%
Missing	217088
Missing (%)	35.7%
Memory size	4.6 MiB

UNEMI	64172
UG	38426
ESPE	33316
UTM	25514
UCE	24748
Other values (62)	204200

Length

Max length	12
Median length	11
Mean length	4.1097967
Min length	2

Characters and Unicode

Total characters	1604366
Distinct characters	54
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	UTM
2nd row	UNEMI
3rd row	UCUENCA
4th row	UNEMI
5th row	UNL

Common Values

Value	Count	Frequency (%)
UNEMI	64172	10.6%
UG	38426	6.3%
ESPE	33316	5.5%
UTM	25514	4.2%
UCE	24748	4.1%
ESPOCH	18400	3.0%
ULEAM	15324	2.5%
UTEQ	11843	1.9%
UCUENCA	11416	1.9%
UTB	10856	1.8%
Other values (57)	136361	22.4%
(Missing)	217088	35.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
unemi	64172	16.4%
ug	38426	9.8%
espe	33316	8.5%
utm	25514	6.5%
uce	24748	6.3%
espoch	18400	4.7%
uleam	15324	3.9%
uteq	11843	3.0%
ucuenca	11416	2.9%
utb	10856	2.8%
Other values (57)	136361	34.9%

Most occurring characters

Value	Count	Frequency (%)
U	328057	20.4%
E	284337	17.7%
M	128089	8.0%
N	121366	7.6%
T	107847	6.7%
C	97919	6.1%
S	85747	5.3%
P	82330	5.1%
A	76157	4.7%
I	75001	4.7%
Other values (44)	217516	13.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1567086	97.7%
Lowercase Letter	25981	1.6%
Dash Punctuation	6511	0.4%
Decimal Number	4640	0.3%
Connector Punctuation	148	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
U	328057	20.9%
E	284337	18.1%
M	128089	8.2%
N	121366	7.7%
T	107847	6.9%
C	97919	6.2%
S	85747	5.5%
P	82330	5.3%
A	76157	4.9%
I	75001	4.8%
Other values (12)	180236	11.5%

Lowercase Letter

Value	Count	Frequency (%)
u	4346	16.7%
c	3935	15.1%
i	3154	12.1%
s	2163	8.3%
e	1899	7.3%
g	1623	6.2%
a	1409	5.4%
o	1382	5.3%
f	1222	4.7%
p	1029	4.0%
Other values (11)	3819	14.7%

Decimal Number

Value	Count	Frequency (%)
2	1881	40.5%
1	1037	22.3%
8	809	17.4%
0	482	10.4%
5	129	2.8%
7	103	2.2%
3	103	2.2%
4	58	1.2%
6	38	0.8%

Dash Punctuation

Value	Count	Frequency (%)
-	6511	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	148	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1593067	99.3%
Common	11299	0.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
U	328057	20.6%
E	284337	17.8%
M	128089	8.0%
N	121366	7.6%
T	107847	6.8%
C	97919	6.1%
S	85747	5.4%
P	82330	5.2%
A	76157	4.8%
I	75001	4.7%
Other values (33)	206217	12.9%

Common

Value	Count	Frequency (%)
-	6511	57.6%
2	1881	16.6%
1	1037	9.2%
8	809	7.2%
0	482	4.3%
_	148	1.3%
5	129	1.1%
7	103	0.9%
3	103	0.9%
4	58	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1604366	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
U	328057	20.4%
E	284337	17.7%
M	128089	8.0%
N	121366	7.6%
T	107847	6.7%
C	97919	6.1%
S	85747	5.3%
P	82330	5.1%
A	76157	4.7%
I	75001	4.7%
Other values (44)	217516	13.6%

NOMBRE_INSTITUCION
Categorical

HIGH CARDINALITY MISSING

Distinct	399
Distinct (%)	0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

UNIVERSIDAD ESTATAL DE MILAGRO	64172
UNIVERSIDAD DE GUAYAQUIL	38426
UNIVERSIDAD DE LAS FUERZAS ARMADAS (ESPE)	33316
UNIVERSIDAD TECNICA DE MANABI	25514
UNIVERSIDAD CENTRAL DEL ECUADOR	24748
Other values (394)	286592

Length

Max length	84
Median length	76
Mean length	35.130705
Min length	15

Characters and Unicode

Total characters	16608673
Distinct characters	54
Distinct categories	12 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	INSTITUTO TECNOLÓGICO SUPERIOR LIBERTAD
2nd row	UNIVERSIDAD TECNICA DE MANABI
3rd row	UNIVERSIDAD ESTATAL DE MILAGRO
4th row	UNIVERSIDAD DE CUENCA
5th row	INSTITUTO TECNOLÓGICO SUPERIOR LUIS ROGERIO GONZALEZ

Common Values

Value	Count	Frequency (%)
UNIVERSIDAD ESTATAL DE MILAGRO	64172	10.6%
UNIVERSIDAD DE GUAYAQUIL	38426	6.3%
UNIVERSIDAD DE LAS FUERZAS ARMADAS (ESPE)	33316	5.5%
UNIVERSIDAD TECNICA DE MANABI	25514	4.2%
UNIVERSIDAD CENTRAL DEL ECUADOR	24748	4.1%
ESCUELA SUPERIOR POLITECNICA DE CHIMBORAZO	18400	3.0%
UNIVERSIDAD LAICA ELOY ALFARO DE MANABI	15324	2.5%
UNIVERSIDAD TECNICA ESTATAL DE QUEVEDO	11843	1.9%
UNIVERSIDAD DE CUENCA	11416	1.9%
UNIVERSIDAD TECNICA DE BABAHOYO	10856	1.8%
Other values (389)	218753	36.0%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
universidad	350993	16.5%
de	330828	15.5%
superior	115091	5.4%
estatal	110218	5.2%
tecnica	87819	4.1%
instituto	86535	4.1%
milagro	64172	3.0%
tecnológico	63791	3.0%
del	61899	2.9%
manabi	54947	2.6%
Other values (414)	802702	37.7%

Most occurring characters

Value	Count	Frequency (%)
A	1756372	10.6%
	1656571	10.0%
I	1655072	10.0%
E	1635298	9.8%
D	1198388	7.2%
R	974188	5.9%
S	957195	5.8%
N	938874	5.7%
U	855429	5.2%
O	837599	5.0%
Other values (44)	4143687	24.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	14815762	89.2%
Space Separator	1656571	10.0%
Close Punctuation	34521	0.2%
Open Punctuation	34521	0.2%
Math Symbol	27718	0.2%
Lowercase Letter	27419	0.2%
Decimal Number	4340	< 0.1%
Modifier Symbol	3529	< 0.1%
Dash Punctuation	2095	< 0.1%
Other Punctuation	830	< 0.1%
Other values (2)	1367	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1756372	11.9%
I	1655072	11.2%
E	1635298	11.0%
D	1198388	8.1%
R	974188	6.6%
S	957195	6.5%
N	938874	6.3%
U	855429	5.8%
O	837599	5.7%
T	835530	5.6%
Other values (23)	3171817	21.4%

Lowercase Letter

Value	Count	Frequency (%)
ì	21629	78.9%
ç	2146	7.8%
ü	1463	5.3%
â	1374	5.0%
ë	520	1.9%
ö	287	1.0%

Decimal Number

Value	Count	Frequency (%)
1	2134	49.2%
7	2134	49.2%
0	54	1.2%
2	18	0.4%

Math Symbol

Value	Count	Frequency (%)
√	26899	97.0%
¬	819	3.0%

Other Punctuation

Value	Count	Frequency (%)
.	787	94.8%
'	43	5.2%

Space Separator

Value	Count	Frequency (%)
	1656571	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	34521	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	34521	100.0%

Modifier Symbol

Value	Count	Frequency (%)
´	3529	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2095	100.0%

Currency Symbol

Value	Count	Frequency (%)
¥	819	100.0%

Other Letter

Value	Count	Frequency (%)
º	548	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14843729	89.4%
Common	1764944	10.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1756372	11.8%
I	1655072	11.1%
E	1635298	11.0%
D	1198388	8.1%
R	974188	6.6%
S	957195	6.4%
N	938874	6.3%
U	855429	5.8%
O	837599	5.6%
T	835530	5.6%
Other values (30)	3199784	21.6%

Common

Value	Count	Frequency (%)
	1656571	93.9%
)	34521	2.0%
(	34521	2.0%
√	26899	1.5%
´	3529	0.2%
1	2134	0.1%
7	2134	0.1%
-	2095	0.1%
¥	819	< 0.1%
¬	819	< 0.1%
Other values (4)	902	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16459061	99.1%
None	122713	0.7%
Math Operators	26899	0.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1756372	10.7%
	1656571	10.1%
I	1655072	10.1%
E	1635298	9.9%
D	1198388	7.3%
R	974188	5.9%
S	957195	5.8%
N	938874	5.7%
U	855429	5.2%
O	837599	5.1%
Other values (26)	3994075	24.3%

None

Value	Count	Frequency (%)
Ó	73157	59.6%
ì	21629	17.6%
Í	9460	7.7%
É	3825	3.1%
´	3529	2.9%
ç	2146	1.7%
ü	1463	1.2%
â	1374	1.1%
Ñ	1139	0.9%
Á	1033	0.8%
Other values (7)	3958	3.2%

Math Operators

Value	Count	Frequency (%)
√	26899	100.0%

TIPO_INSTITUCION
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

U	385952
I	86816

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	472768
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	I
2nd row	U
3rd row	U
4th row	U
5th row	I

Common Values

Value	Count	Frequency (%)
U	385952	63.5%
I	86816	14.3%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
u	385952	81.6%
i	86816	18.4%

Most occurring characters

Value	Count	Frequency (%)
U	385952	81.6%
I	86816	18.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	472768	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
U	385952	81.6%
I	86816	18.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	472768	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
U	385952	81.6%
I	86816	18.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	472768	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
U	385952	81.6%
I	86816	18.4%

TIPO_FINANCIAMIENTO
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

PÚBLICA	340388
P√öBLICA	106873
AUTOFINANCIADA	14913
COFINANCIADA	10594

Length

Max length	14
Median length	7
Mean length	7.5589084
Min length	7

Characters and Unicode

Total characters	3573610
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AUTOFINANCIADA
2nd row	PÚBLICA
3rd row	PÚBLICA
4th row	PÚBLICA
5th row	PÚBLICA

Common Values

Value	Count	Frequency (%)
PÚBLICA	340388	56.0%
P√öBLICA	106873	17.6%
AUTOFINANCIADA	14913	2.5%
COFINANCIADA	10594	1.7%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pública	340388	72.0%
p√öblica	106873	22.6%
autofinanciada	14913	3.2%
cofinanciada	10594	2.2%

Most occurring characters

Value	Count	Frequency (%)
A	538695	15.1%
I	498275	13.9%
C	483362	13.5%
P	447261	12.5%
B	447261	12.5%
L	447261	12.5%
Ú	340388	9.5%
√	106873	3.0%
ö	106873	3.0%
N	51014	1.4%
Other values (5)	106347	3.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3359864	94.0%
Math Symbol	106873	3.0%
Lowercase Letter	106873	3.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	538695	16.0%
I	498275	14.8%
C	483362	14.4%
P	447261	13.3%
B	447261	13.3%
L	447261	13.3%
Ú	340388	10.1%
N	51014	1.5%
O	25507	0.8%
F	25507	0.8%
Other values (3)	55333	1.6%

Math Symbol

Value	Count	Frequency (%)
√	106873	100.0%

Lowercase Letter

Value	Count	Frequency (%)
ö	106873	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3466737	97.0%
Common	106873	3.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	538695	15.5%
I	498275	14.4%
C	483362	13.9%
P	447261	12.9%
B	447261	12.9%
L	447261	12.9%
Ú	340388	9.8%
ö	106873	3.1%
N	51014	1.5%
O	25507	0.7%
Other values (4)	80840	2.3%

Common

Value	Count	Frequency (%)
√	106873	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3019476	84.5%
None	447261	12.5%
Math Operators	106873	3.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	538695	17.8%
I	498275	16.5%
C	483362	16.0%
P	447261	14.8%
B	447261	14.8%
L	447261	14.8%
N	51014	1.7%
O	25507	0.8%
F	25507	0.8%
D	25507	0.8%
Other values (2)	29826	1.0%

None

Value	Count	Frequency (%)
Ú	340388	76.1%
ö	106873	23.9%

Math Operators

Value	Count	Frequency (%)
√	106873	100.0%

CAMPUS_NOMBRE
Categorical

HIGH CARDINALITY MISSING

Distinct	184
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

MATRIZ - MILAGRO	64023
MATRIZ - GUAYAQUIL	55400
MATRIZ - QUITO	37514
MATRIZ - PORTOVIEJO	24299
MATRIZ - CAMPUS CENTRAL	24070
Other values (179)	267462

Length

Max length	72
Median length	42
Mean length	16.199493
Min length	4

Characters and Unicode

Total characters	7658602
Distinct characters	45
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	MATRIZ - Sede QUITO
2nd row	MATRIZ - PORTOVIEJO
3rd row	MATRIZ - MILAGRO
4th row	MATRIZ - AZUAY.
5th row	MATRIZ - AZOGUES

Common Values

Value	Count	Frequency (%)
MATRIZ - MILAGRO	64023	10.5%
MATRIZ - GUAYAQUIL	55400	9.1%
MATRIZ - QUITO	37514	6.2%
MATRIZ - PORTOVIEJO	24299	4.0%
MATRIZ - CAMPUS CENTRAL	24070	4.0%
MATRIZ - RIOBAMBA	23669	3.9%
MATRIZ - AMBATO	12426	2.0%
MATRIZ - MANTA	12331	2.0%
MATRIZ - QUEVEDO	11843	1.9%
MATRIZ - AZUAY.	11416	1.9%
Other values (174)	195777	32.2%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	402525	29.1%
matriz	395728	28.6%
milagro	65557	4.7%
guayaquil	61967	4.5%
quito	45078	3.3%
riobamba	27460	2.0%
portoviejo	24513	1.8%
campus	24070	1.7%
central	24070	1.7%
latacunga	15735	1.1%
Other values (126)	297728	21.5%

Most occurring characters

Value	Count	Frequency (%)
A	1080961	14.1%
	912954	11.9%
I	705414	9.2%
R	608002	7.9%
T	588011	7.7%
M	576647	7.5%
Z	418133	5.5%
-	405551	5.3%
O	371372	4.8%
U	281779	3.7%
Other values (35)	1709778	22.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6320588	82.5%
Space Separator	912954	11.9%
Dash Punctuation	405551	5.3%
Other Punctuation	13507	0.2%
Lowercase Letter	3039	< 0.1%
Open Punctuation	1125	< 0.1%
Close Punctuation	1125	< 0.1%
Math Symbol	713	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1080961	17.1%
I	705414	11.2%
R	608002	9.6%
T	588011	9.3%
M	576647	9.1%
Z	418133	6.6%
O	371372	5.9%
U	281779	4.5%
L	273840	4.3%
E	218955	3.5%
Other values (17)	1197474	18.9%

Lowercase Letter

Value	Count	Frequency (%)
e	1464	48.2%
d	762	25.1%
ë	369	12.1%
ç	183	6.0%
ì	161	5.3%
a	30	1.0%
i	20	0.7%
c	20	0.7%
n	10	0.3%
é	10	0.3%

Other Punctuation

Value	Count	Frequency (%)
.	12382	91.7%
,	1125	8.3%

Space Separator

Value	Count	Frequency (%)
	912954	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	405551	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1125	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1125	100.0%

Math Symbol

Value	Count	Frequency (%)
√	713	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6323627	82.6%
Common	1334975	17.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1080961	17.1%
I	705414	11.2%
R	608002	9.6%
T	588011	9.3%
M	576647	9.1%
Z	418133	6.6%
O	371372	5.9%
U	281779	4.5%
L	273840	4.3%
E	218955	3.5%
Other values (28)	1200513	19.0%

Common

Value	Count	Frequency (%)
	912954	68.4%
-	405551	30.4%
.	12382	0.9%
(	1125	0.1%
,	1125	0.1%
)	1125	0.1%
√	713	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7654875	> 99.9%
None	3014	< 0.1%
Math Operators	713	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1080961	14.1%
	912954	11.9%
I	705414	9.2%
R	608002	7.9%
T	588011	7.7%
M	576647	7.5%
Z	418133	5.5%
-	405551	5.3%
O	371372	4.9%
U	281779	3.7%
Other values (27)	1706051	22.3%

None

Value	Count	Frequency (%)
Ñ	1133	37.6%
Í	613	20.3%
Ó	545	18.1%
ë	369	12.2%
ç	183	6.1%
ì	161	5.3%
é	10	0.3%

Math Operators

Value	Count	Frequency (%)
√	713	100.0%

CAM_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	388
Distinct (%)	0.1%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	479.65464

Minimum	4
Maximum	1632
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	4
5-th percentile	29
Q1	171
median	294
Q3	623
95-th percentile	1317
Maximum	1632
Range	1628
Interquartile range (IQR)	452

Descriptive statistics

Standard deviation	465.42849
Coefficient of variation (CV)	0.97034084
Kurtosis	-0.31851663
Mean	479.65464
Median Absolute Deviation (MAD)	262
Skewness	1.0152623
Sum	2.2676537 × 10⁸
Variance	216623.68
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	64023	10.5%
29	38347	6.3%
1317	24748	4.1%
171	23222	3.8%
294	22874	3.8%
1311	15286	2.5%
299	11843	1.9%
743	11416	1.9%
308	10785	1.8%
297	9563	1.6%
Other values (378)	240661	39.6%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	65	< 0.1%
11	77	< 0.1%
29	38347	6.3%
32	64023	10.5%
33	9549	1.6%
35	1307	0.2%
117	796	0.1%
119	649	0.1%
120	30	< 0.1%
122	39	< 0.1%

Value	Count	Frequency (%)
1632	90	< 0.1%
1630	106	< 0.1%
1628	15	< 0.1%
1627	2	< 0.1%
1626	44	< 0.1%
1624	6	< 0.1%
1619	88	< 0.1%
1618	263	< 0.1%
1615	873	0.1%
1612	60	< 0.1%

CAMPUS_CIUDAD
Categorical

HIGH CARDINALITY HIGH CORRELATION MISSING

Distinct	100
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

MILAGRO	65557
GUAYAQUIL	62713
QUITO	53145
RIOBAMBA	26256
PORTOVIEJO	24513
Other values (95)	240584

Length

Max length	31
Median length	21
Mean length	7.8077429
Min length	4

Characters and Unicode

Total characters	3691251
Distinct characters	30
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	QUITO
2nd row	PORTOVIEJO
3rd row	MILAGRO
4th row	CUENCA
5th row	AZOGUES

Common Values

Value	Count	Frequency (%)
MILAGRO	65557	10.8%
GUAYAQUIL	62713	10.3%
QUITO	53145	8.7%
RIOBAMBA	26256	4.3%
PORTOVIEJO	24513	4.0%
SANGOLQUI	23274	3.8%
LATACUNGA	15735	2.6%
CUENCA	15225	2.5%
QUEVEDO	15118	2.5%
AMBATO	15017	2.5%
Other values (90)	156215	25.7%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
milagro	65557	12.4%
guayaquil	62713	11.8%
quito	53422	10.1%
riobamba	27460	5.2%
portoviejo	24513	4.6%
sangolqui	23274	4.4%
latacunga	15735	3.0%
cuenca	15225	2.9%
quevedo	15118	2.9%
ambato	15017	2.8%
Other values (100)	212312	40.0%

Most occurring characters

Value	Count	Frequency (%)
A	629276	17.0%
O	375109	10.2%
I	332376	9.0%
U	284408	7.7%
L	256322	6.9%
G	185950	5.0%
R	179125	4.9%
T	166705	4.5%
M	164400	4.5%
Q	161050	4.4%
Other values (20)	956530	25.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3629753	98.3%
Space Separator	59632	1.6%
Other Punctuation	966	< 0.1%
Math Symbol	450	< 0.1%
Lowercase Letter	450	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	629276	17.3%
O	375109	10.3%
I	332376	9.2%
U	284408	7.8%
L	256322	7.1%
G	185950	5.1%
R	179125	4.9%
T	166705	4.6%
M	164400	4.5%
Q	161050	4.4%
Other values (15)	895032	24.7%

Lowercase Letter

Value	Count	Frequency (%)
ë	267	59.3%
ç	183	40.7%

Space Separator

Value	Count	Frequency (%)
	59632	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	966	100.0%

Math Symbol

Value	Count	Frequency (%)
√	450	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3630203	98.3%
Common	61048	1.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	629276	17.3%
O	375109	10.3%
I	332376	9.2%
U	284408	7.8%
L	256322	7.1%
G	185950	5.1%
R	179125	4.9%
T	166705	4.6%
M	164400	4.5%
Q	161050	4.4%
Other values (17)	895482	24.7%

Common

Value	Count	Frequency (%)
	59632	97.7%
.	966	1.6%
√	450	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3688743	99.9%
None	2058	0.1%
Math Operators	450	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	629276	17.1%
O	375109	10.2%
I	332376	9.0%
U	284408	7.7%
L	256322	6.9%
G	185950	5.0%
R	179125	4.9%
T	166705	4.5%
M	164400	4.5%
Q	161050	4.4%
Other values (15)	954022	25.9%

None

Value	Count	Frequency (%)
Ñ	995	48.3%
Í	613	29.8%
ë	267	13.0%
ç	183	8.9%

Math Operators

Value	Count	Frequency (%)
√	450	100.0%

PROVINCIA
Categorical

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

GUAYAS	132275
PICHINCHA	79645
MANABI	58316
LOS RIOS	28009
CHIMBORAZO	28003
Other values (20)	146520

Length

Max length	30
Median length	16
Mean length	7.7356166
Min length	4

Characters and Unicode

Total characters	3657152
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	PICHINCHA
2nd row	MANABI
3rd row	GUAYAS
4th row	AZUAY
5th row	CAÑAR

Common Values

Value	Count	Frequency (%)
GUAYAS	132275	21.8%
PICHINCHA	79645	13.1%
MANABI	58316	9.6%
LOS RIOS	28009	4.6%
CHIMBORAZO	28003	4.6%
COTOPAXI	19214	3.2%
TUNGURAHUA	16649	2.7%
IMBABURA	15469	2.5%
AZUAY	15265	2.5%
LOJA	12359	2.0%
Other values (15)	67564	11.1%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
guayas	132275	23.8%
pichincha	79645	14.3%
manabi	58316	10.5%
los	36446	6.6%
rios	28009	5.0%
chimborazo	28003	5.0%
cotopaxi	19214	3.5%
tungurahua	16649	3.0%
imbabura	15469	2.8%
azuay	15265	2.7%
Other values (23)	126170	22.7%

Most occurring characters

Value	Count	Frequency (%)
A	732785	20.0%
I	345375	9.4%
S	256140	7.0%
O	239574	6.6%
C	233747	6.4%
H	219562	6.0%
U	216920	5.9%
N	198069	5.4%
G	159403	4.4%
Y	147540	4.0%
Other values (16)	908037	24.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3571549	97.7%
Space Separator	82693	2.3%
Math Symbol	1455	< 0.1%
Lowercase Letter	1455	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	732785	20.5%
I	345375	9.7%
S	256140	7.2%
O	239574	6.7%
C	233747	6.5%
H	219562	6.1%
U	216920	6.1%
N	198069	5.5%
G	159403	4.5%
Y	147540	4.1%
Other values (13)	822434	23.0%

Space Separator

Value	Count	Frequency (%)
	82693	100.0%

Math Symbol

Value	Count	Frequency (%)
√	1455	100.0%

Lowercase Letter

Value	Count	Frequency (%)
ë	1455	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3573004	97.7%
Common	84148	2.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	732785	20.5%
I	345375	9.7%
S	256140	7.2%
O	239574	6.7%
C	233747	6.5%
H	219562	6.1%
U	216920	6.1%
N	198069	5.5%
G	159403	4.5%
Y	147540	4.1%
Other values (14)	823889	23.1%

Common

Value	Count	Frequency (%)
	82693	98.3%
√	1455	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3650590	99.8%
None	5107	0.1%
Math Operators	1455	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	732785	20.1%
I	345375	9.5%
S	256140	7.0%
O	239574	6.6%
C	233747	6.4%
H	219562	6.0%
U	216920	5.9%
N	198069	5.4%
G	159403	4.4%
Y	147540	4.0%
Other values (13)	901475	24.7%

None

Value	Count	Frequency (%)
Ñ	3652	71.5%
ë	1455	28.5%

Math Operators

Value	Count	Frequency (%)
√	1455	100.0%

CANTON
Categorical

HIGH CARDINALITY HIGH CORRELATION MISSING

Distinct	83
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

MILAGRO	65557
GUAYAQUIL	62713
DISTRITO METROPOLITANO DE QUITO	53413
RIOBAMBA	27460
PORTOVIEJO	24513
Other values (78)	239112

Length

Max length	31
Median length	20
Mean length	10.545707
Min length	4

Characters and Unicode

Total characters	4985673
Distinct characters	27
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	DISTRITO METROPOLITANO DE QUITO
2nd row	PORTOVIEJO
3rd row	MILAGRO
4th row	CUENCA
5th row	AZOGUES

Common Values

Value	Count	Frequency (%)
MILAGRO	65557	10.8%
GUAYAQUIL	62713	10.3%
DISTRITO METROPOLITANO DE QUITO	53413	8.8%
RIOBAMBA	27460	4.5%
PORTOVIEJO	24513	4.0%
LATACUNGA	15735	2.6%
CUENCA	15225	2.5%
QUEVEDO	15118	2.5%
AMBATO	15017	2.5%
RUMIÑAHUI	14887	2.5%
Other values (73)	163130	26.9%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
milagro	65557	9.8%
guayaquil	62713	9.4%
de	57564	8.6%
quito	53422	8.0%
distrito	53413	8.0%
metropolitano	53413	8.0%
riobamba	27460	4.1%
portoviejo	24513	3.7%
latacunga	15735	2.3%
cuenca	15225	2.3%
Other values (87)	240881	36.0%

Most occurring characters

Value	Count	Frequency (%)
A	687450	13.8%
O	551873	11.1%
I	507785	10.2%
T	367736	7.4%
U	313966	6.3%
R	311540	6.2%
L	272184	5.5%
E	236945	4.8%
M	233789	4.7%
	197128	4.0%
Other values (17)	1305277	26.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4770515	95.7%
Space Separator	197128	4.0%
Math Symbol	9015	0.2%
Lowercase Letter	9015	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	687450	14.4%
O	551873	11.6%
I	507785	10.6%
T	367736	7.7%
U	313966	6.6%
R	311540	6.5%
L	272184	5.7%
E	236945	5.0%
M	233789	4.9%
G	172446	3.6%
Other values (14)	1114801	23.4%

Space Separator

Value	Count	Frequency (%)
	197128	100.0%

Math Symbol

Value	Count	Frequency (%)
√	9015	100.0%

Lowercase Letter

Value	Count	Frequency (%)
ë	9015	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4779530	95.9%
Common	206143	4.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	687450	14.4%
O	551873	11.5%
I	507785	10.6%
T	367736	7.7%
U	313966	6.6%
R	311540	6.5%
L	272184	5.7%
E	236945	5.0%
M	233789	4.9%
G	172446	3.6%
Other values (15)	1123816	23.5%

Common

Value	Count	Frequency (%)
	197128	95.6%
√	9015	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4952014	99.3%
None	24644	0.5%
Math Operators	9015	0.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	687450	13.9%
O	551873	11.1%
I	507785	10.3%
T	367736	7.4%
U	313966	6.3%
R	311540	6.3%
L	272184	5.5%
E	236945	4.8%
M	233789	4.7%
	197128	4.0%
Other values (14)	1271618	25.7%

None

Value	Count	Frequency (%)
Ñ	15629	63.4%
ë	9015	36.6%

Math Operators

Value	Count	Frequency (%)
√	9015	100.0%

PARROQUIA
Categorical

HIGH CARDINALITY MISSING

Distinct	127
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

MILAGRO, CABECERA CANTONAL	65557
GUAYAQUIL, CABECERA CANTONAL Y CAPITAL PROVINCIAL	62689
QUITO DISTRITO METROPOLITANO, CABECERA CANTONAL, CAPITAL PROVINCIAL Y DE LA REPUBLICA DEL ECUADOR	40481
RIOBAMBA, CABECERA CANTONAL Y CAPITAL PROVINCIAL	27445
PORTOVIEJO	24513
Other values (122)	252083

Length

Max length	97
Median length	48
Mean length	34.376049
Min length	4

Characters and Unicode

Total characters	16251896
Distinct characters	42
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	QUITO DISTRITO METROPOLITANO, CABECERA CANTONAL, CAPITAL PROVINCIAL Y DE LA REPUBLICA DEL ECUADOR
2nd row	PORTOVIEJO
3rd row	MILAGRO, CABECERA CANTONAL
4th row	CUENCA, CABECERA CANTONAL Y CAPITAL PROVINCIAL.
5th row	AZOGUES

Common Values

Value	Count	Frequency (%)
MILAGRO, CABECERA CANTONAL	65557	10.8%
GUAYAQUIL, CABECERA CANTONAL Y CAPITAL PROVINCIAL	62689	10.3%
QUITO DISTRITO METROPOLITANO, CABECERA CANTONAL, CAPITAL PROVINCIAL Y DE LA REPUBLICA DEL ECUADOR	40481	6.7%
RIOBAMBA, CABECERA CANTONAL Y CAPITAL PROVINCIAL	27445	4.5%
PORTOVIEJO	24513	4.0%
LATACUNGA, CABECERA CANTONAL Y CAPITAL PROVINCIAL	15735	2.6%
SANGOLQUÍ	14583	2.4%
CUENCA, CABECERA CANTONAL Y CAPITAL PROVINCIAL.	14439	2.4%
QUEVEDO	13993	2.3%
BABAHOYO, CABECERA CANTONAL Y CAPITAL PROVINCIAL	12616	2.1%
Other values (117)	180717	29.7%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cantonal	301690	14.4%
cabecera	301690	14.4%
y	209492	10.0%
capital	209492	10.0%
provincial	209492	10.0%
milagro	65557	3.1%
de	63291	3.0%
guayaquil	62689	3.0%
la	61093	2.9%
quito	40490	1.9%
Other values (149)	570432	27.2%

Most occurring characters

Value	Count	Frequency (%)
A	2657154	16.3%
	1622640	10.0%
C	1525058	9.4%
L	1170134	7.2%
I	1106093	6.8%
O	1095213	6.7%
E	996192	6.1%
N	987732	6.1%
R	868407	5.3%
T	817927	5.0%
Other values (32)	3405346	21.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	14242022	87.6%
Space Separator	1622640	10.0%
Other Punctuation	356610	2.2%
Math Symbol	13261	0.1%
Lowercase Letter	11646	0.1%
Open Punctuation	2861	< 0.1%
Close Punctuation	2843	< 0.1%
Dash Punctuation	13	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	2657154	18.7%
C	1525058	10.7%
L	1170134	8.2%
I	1106093	7.8%
O	1095213	7.7%
E	996192	7.0%
N	987732	6.9%
R	868407	6.1%
T	817927	5.7%
P	553973	3.9%
Other values (20)	2464139	17.3%

Lowercase Letter

Value	Count	Frequency (%)
ç	9193	78.9%
ë	2277	19.6%
ì	148	1.3%
â	28	0.2%

Other Punctuation

Value	Count	Frequency (%)
,	342171	96.0%
.	14439	4.0%

Open Punctuation

Value	Count	Frequency (%)
(	2843	99.4%
‚	18	0.6%

Space Separator

Value	Count	Frequency (%)
	1622640	100.0%

Math Symbol

Value	Count	Frequency (%)
√	13261	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2843	100.0%

Dash Punctuation

Value	Count	Frequency (%)
–	13	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14253668	87.7%
Common	1998228	12.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	2657154	18.6%
C	1525058	10.7%
L	1170134	8.2%
I	1106093	7.8%
O	1095213	7.7%
E	996192	7.0%
N	987732	6.9%
R	868407	6.1%
T	817927	5.7%
P	553973	3.9%
Other values (24)	2475785	17.4%

Common

Value	Count	Frequency (%)
	1622640	81.2%
,	342171	17.1%
.	14439	0.7%
√	13261	0.7%
)	2843	0.1%
(	2843	0.1%
‚	18	< 0.1%
–	13	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16195154	99.7%
None	43450	0.3%
Math Operators	13261	0.1%
Punctuation	31	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	2657154	16.4%
	1622640	10.0%
C	1525058	9.4%
L	1170134	7.2%
I	1106093	6.8%
O	1095213	6.8%
E	996192	6.2%
N	987732	6.1%
R	868407	5.4%
T	817927	5.1%
Other values (18)	3348604	20.7%

None

Value	Count	Frequency (%)
Í	16348	37.6%
ç	9193	21.2%
Ñ	8277	19.0%
Á	5160	11.9%
ë	2277	5.2%
Å	1633	3.8%
Ó	278	0.6%
ì	148	0.3%
É	90	0.2%
â	28	0.1%

Math Operators

Value	Count	Frequency (%)
√	13261	100.0%

Punctuation

Value	Count	Frequency (%)
‚	18	58.1%
–	13	41.9%

CCP_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9076
Distinct (%)	1.9%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	26243.815

Minimum	19105
Maximum	32288
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	19105
5-th percentile	19894
Q1	24456
median	26617
Q3	29462
95-th percentile	31667
Maximum	32288
Range	13183
Interquartile range (IQR)	5006

Descriptive statistics

Standard deviation	3803.3819
Coefficient of variation (CV)	0.14492489
Kurtosis	-1.0312584
Mean	26243.815
Median Absolute Deviation (MAD)	2706
Skewness	-0.39491345
Sum	1.2407236 × 10¹⁰
Variance	14465714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30222	2156	0.4%
26006	1988	0.3%
30214	1917	0.3%
30219	1899	0.3%
30194	1898	0.3%
30198	1787	0.3%
30201	1648	0.3%
30203	1595	0.3%
30216	1590	0.3%
20401	1537	0.3%
Other values (9066)	454753	74.9%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19105	24	< 0.1%
19109	57	< 0.1%
19113	22	< 0.1%
19117	21	< 0.1%
19121	23	< 0.1%
19125	23	< 0.1%
19129	20	< 0.1%
19133	4	< 0.1%
19134	2	< 0.1%
19135	1	< 0.1%

Value	Count	Frequency (%)
32288	2	< 0.1%
32268	50	< 0.1%
32256	70	< 0.1%
32255	69	< 0.1%
32254	40	< 0.1%
32253	30	< 0.1%
32252	55	< 0.1%
32251	60	< 0.1%
32250	57	< 0.1%
32249	77	< 0.1%

CUS_ID_PADRE
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	20080
Distinct (%)	4.2%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	290394.75

Minimum	267051
Maximum	313609
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	267051
5-th percentile	267582
Q1	285857
median	294112
Q3	303874
95-th percentile	309017
Maximum	313609
Range	46558
Interquartile range (IQR)	18017

Descriptive statistics

Standard deviation	13677.546
Coefficient of variation (CV)	0.047099838
Kurtosis	-0.98312307
Mean	290394.75
Median Absolute Deviation (MAD)	9610
Skewness	-0.42686121
Sum	1.3728935 × 10¹¹
Variance	1.8707526 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
304816	1618	0.3%
304599	1596	0.3%
304600	1572	0.3%
304825	1570	0.3%
286847	1410	0.2%
286435	1407	0.2%
286434	1404	0.2%
304814	1344	0.2%
267730	1126	0.2%
304597	1044	0.2%
Other values (20070)	458677	75.5%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
267051	204	< 0.1%
267052	81	< 0.1%
267053	81	< 0.1%
267054	166	< 0.1%
267055	37	< 0.1%
267056	44	< 0.1%
267057	114	< 0.1%
267058	31	< 0.1%
267059	22	< 0.1%
267060	8	< 0.1%

Value	Count	Frequency (%)
313609	4	< 0.1%
313607	2	< 0.1%
313606	1	< 0.1%
313605	6	< 0.1%
313604	1	< 0.1%
313603	1	< 0.1%
313602	4	< 0.1%
313600	4	< 0.1%
313599	1	< 0.1%
313598	2	< 0.1%

CUS_ID_HIJO
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	30618
Distinct (%)	6.5%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	290774.47

Minimum	267051
Maximum	313609
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	267051
5-th percentile	267685
Q1	285893
median	294116
Q3	303931
95-th percentile	309298
Maximum	313609
Range	46558
Interquartile range (IQR)	18038

Descriptive statistics

Standard deviation	13681.429
Coefficient of variation (CV)	0.047051687
Kurtosis	-0.98122101
Mean	290774.47
Median Absolute Deviation (MAD)	9636
Skewness	-0.42271823
Sum	1.3746886 × 10¹¹
Variance	1.8718151 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
304825	1500	0.2%
304600	1500	0.2%
304599	1500	0.2%
286434	1300	0.2%
304816	1191	0.2%
286847	1167	0.2%
286435	1108	0.2%
304597	1000	0.2%
267730	1000	0.2%
304827	900	0.1%
Other values (30608)	460602	75.8%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
267051	200	< 0.1%
267052	80	< 0.1%
267053	80	< 0.1%
267054	158	< 0.1%
267055	31	< 0.1%
267056	38	< 0.1%
267057	100	< 0.1%
267058	22	< 0.1%
267059	16	< 0.1%
267060	8	< 0.1%

Value	Count	Frequency (%)
313609	4	< 0.1%
313607	2	< 0.1%
313606	1	< 0.1%
313605	6	< 0.1%
313604	1	< 0.1%
313603	1	< 0.1%
313602	4	< 0.1%
313600	4	< 0.1%
313599	1	< 0.1%
313598	2	< 0.1%

CAR_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	417
Distinct (%)	0.1%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	5491.6851

Minimum	4447
Maximum	7603
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	4447
5-th percentile	4462
Q1	4748
median	5205
Q3	5482
95-th percentile	7257
Maximum	7603
Range	3156
Interquartile range (IQR)	734

Descriptive statistics

Standard deviation	982.88984
Coefficient of variation (CV)	0.17897782
Kurtosis	-0.65717128
Mean	5491.6851
Median Absolute Deviation (MAD)	448
Skewness	0.90935167
Sum	2.596293 × 10⁹
Variance	966072.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5457	21097	3.5%
4473	18790	3.1%
4478	17137	2.8%
5334	16958	2.8%
4911	15733	2.6%
5455	14744	2.4%
5205	13734	2.3%
4458	13190	2.2%
4618	12947	2.1%
4781	11434	1.9%
Other values (407)	317004	52.2%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4447	22	< 0.1%
4458	13190	2.2%
4459	2958	0.5%
4460	1262	0.2%
4461	3406	0.6%
4462	4963	0.8%
4470	45	< 0.1%
4473	18790	3.1%
4474	5739	0.9%
4478	17137	2.8%

Value	Count	Frequency (%)
7603	63	< 0.1%
7602	37	< 0.1%
7601	42	< 0.1%
7600	55	< 0.1%
7597	5	< 0.1%
7596	3	< 0.1%
7595	1	< 0.1%
7593	91	< 0.1%
7587	6	< 0.1%
7586	2	< 0.1%

CARRERA
Categorical

HIGH CARDINALITY MISSING

Distinct	740
Distinct (%)	0.2%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

TURISMO	16282
EDUCACION INICIAL	13980
EDUCACION BASICA	12593
TECNOLOGIAS DE LA INFORMACION	12587
ECONOMIA	12290
Other values (735)	405036

Length

Max length	179
Median length	89
Mean length	25.224486
Min length	4

Characters and Unicode

Total characters	11925330
Distinct characters	42
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	26 ?
Unique (%)	< 0.1%

Sample

1st row	TECNOLOGIA SUPERIOR EN PODOLOGIA
2nd row	TURISMO
3rd row	PSICOLOGIA
4th row	ARTES VISUALES
5th row	TECNOLOGIA SUPERIOR EN ELECTRICIDAD

Common Values

Value	Count	Frequency (%)
TURISMO	16282	2.7%
EDUCACION INICIAL	13980	2.3%
EDUCACION BASICA	12593	2.1%
TECNOLOGIAS DE LA INFORMACION	12587	2.1%
ECONOMIA	12290	2.0%
ADMINISTRACION DE EMPRESAS	11151	1.8%
COMUNICACION	11057	1.8%
CONTABILIDAD Y AUDITORIA	9697	1.6%
PEDAGOGIA DE LOS IDIOMAS NACIONALES Y EXTRANJEROS LICENCIADO/A EN PEDAGOGIA DEL IDIOMA INGLES	9551	1.6%
DERECHO	8484	1.4%
Other values (730)	355096	58.5%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
en	104564	7.1%
de	104084	7.1%
tecnologia	88501	6.0%
superior	88265	6.0%
y	66810	4.5%
pedagogia	53837	3.7%
educacion	41096	2.8%
la	40570	2.8%
ingenieria	31729	2.2%
administracion	23868	1.6%
Other values (437)	827568	56.3%

Most occurring characters

Value	Count	Frequency (%)
I	1411219	11.8%
A	1269727	10.6%
E	1179504	9.9%
	1113600	9.3%
O	1070082	9.0%
N	854702	7.2%
C	764750	6.4%
R	652556	5.5%
S	511199	4.3%
T	504317	4.2%
Other values (32)	2593674	21.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10783803	90.4%
Space Separator	1113600	9.3%
Other Punctuation	21317	0.2%
Math Symbol	2968	< 0.1%
Lowercase Letter	2968	< 0.1%
Dash Punctuation	674	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	1411219	13.1%
A	1269727	11.8%
E	1179504	10.9%
O	1070082	9.9%
N	854702	7.9%
C	764750	7.1%
R	652556	6.1%
S	511199	4.7%
T	504317	4.7%
L	489749	4.5%
Other values (23)	2075998	19.3%

Lowercase Letter

Value	Count	Frequency (%)
ë	2483	83.7%
ì	176	5.9%
ç	158	5.3%
ú	151	5.1%

Other Punctuation

Value	Count	Frequency (%)
/	20735	97.3%
,	582	2.7%

Space Separator

Value	Count	Frequency (%)
	1113600	100.0%

Math Symbol

Value	Count	Frequency (%)
√	2968	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	674	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10786771	90.5%
Common	1138559	9.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	1411219	13.1%
A	1269727	11.8%
E	1179504	10.9%
O	1070082	9.9%
N	854702	7.9%
C	764750	7.1%
R	652556	6.0%
S	511199	4.7%
T	504317	4.7%
L	489749	4.5%
Other values (27)	2078966	19.3%

Common

Value	Count	Frequency (%)
	1113600	97.8%
/	20735	1.8%
√	2968	0.3%
-	674	0.1%
,	582	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11910780	99.9%
None	11582	0.1%
Math Operators	2968	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	1411219	11.8%
A	1269727	10.7%
E	1179504	9.9%
	1113600	9.3%
O	1070082	9.0%
N	854702	7.2%
C	764750	6.4%
R	652556	5.5%
S	511199	4.3%
T	504317	4.2%
Other values (20)	2579124	21.7%

None

Value	Count	Frequency (%)
Ñ	7532	65.0%
ë	2483	21.4%
Í	341	2.9%
Ü	306	2.6%
Ó	287	2.5%
ì	176	1.5%
ç	158	1.4%
ú	151	1.3%
É	102	0.9%
Á	27	0.2%

Math Operators

Value	Count	Frequency (%)
√	2968	100.0%

AREA
Categorical

HIGH CORRELATION MISSING

Distinct	17
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

INGENIERIA, INDUSTRIA Y CONSTRUCCION	90621
EDUCACION	76695
ADMINISTRACION	66485
CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO	65825
TECNOLOGIAS DE LA INFORMACION Y LA COMUNICACION (TIC)	40274
Other values (12)	132868

Length

Max length	53
Median length	48
Mean length	29.193433
Min length	8

Characters and Unicode

Total characters	13801721
Distinct characters	30
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SALUD Y BIENESTAR
2nd row	SERVICIOS
3rd row	CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO
4th row	ARTES Y HUMANIDADES
5th row	INGENIERIA, INDUSTRIA Y CONSTRUCCION

Common Values

Value	Count	Frequency (%)
INGENIERIA, INDUSTRIA Y CONSTRUCCION	90621	14.9%
EDUCACION	76695	12.6%
ADMINISTRACION	66485	10.9%
CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO	65825	10.8%
TECNOLOGIAS DE LA INFORMACION Y LA COMUNICACION (TIC)	40274	6.6%
SERVICIOS	37732	6.2%
SALUD Y BIENESTAR	32107	5.3%
AGRICULTURA, SILVICULTURA, PESCA Y VETERINARIA	30830	5.1%
ARTES Y HUMANIDADES	14386	2.4%
CIENCIAS NATURALES, MATEMATICAS Y ESTADISTICA	11003	1.8%
Other values (7)	6810	1.1%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
y	291735	17.8%
informacion	106099	6.5%
ingenieria	90621	5.5%
construccion	90621	5.5%
industria	90621	5.5%
ciencias	82691	5.0%
la	80548	4.9%
educacion	77153	4.7%
sociales	67246	4.1%
administracion	66485	4.0%
Other values (25)	598572	36.4%

Most occurring characters

Value	Count	Frequency (%)
I	1880075	13.6%
C	1263709	9.2%
A	1211064	8.8%
N	1172650	8.5%
	1169624	8.5%
O	1002584	7.3%
E	960846	7.0%
S	869124	6.3%
R	832700	6.0%
T	548716	4.0%
Other values (20)	2890629	20.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	12247408	88.7%
Space Separator	1169624	8.5%
Other Punctuation	300715	2.2%
Open Punctuation	40274	0.3%
Close Punctuation	40274	0.3%
Math Symbol	2284	< 0.1%
Lowercase Letter	1142	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	1880075	15.4%
C	1263709	10.3%
A	1211064	9.9%
N	1172650	9.6%
O	1002584	8.2%
E	960846	7.8%
S	869124	7.1%
R	832700	6.8%
T	548716	4.5%
U	485716	4.0%
Other values (14)	2020224	16.5%

Space Separator

Value	Count	Frequency (%)
	1169624	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	300715	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	40274	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	40274	100.0%

Math Symbol

Value	Count	Frequency (%)
√	2284	100.0%

Lowercase Letter

Value	Count	Frequency (%)
ç	1142	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12248550	88.7%
Common	1553171	11.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	1880075	15.3%
C	1263709	10.3%
A	1211064	9.9%
N	1172650	9.6%
O	1002584	8.2%
E	960846	7.8%
S	869124	7.1%
R	832700	6.8%
T	548716	4.5%
U	485716	4.0%
Other values (15)	2021366	16.5%

Common

Value	Count	Frequency (%)
	1169624	75.3%
,	300715	19.4%
(	40274	2.6%
)	40274	2.6%
√	2284	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13788830	99.9%
None	10607	0.1%
Math Operators	2284	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	1880075	13.6%
C	1263709	9.2%
A	1211064	8.8%
N	1172650	8.5%
	1169624	8.5%
O	1002584	7.3%
E	960846	7.0%
S	869124	6.3%
R	832700	6.0%
T	548716	4.0%
Other values (14)	2877738	20.9%

None

Value	Count	Frequency (%)
Á	4142	39.0%
Í	4142	39.0%
Å	1142	10.8%
ç	1142	10.8%
Ó	39	0.4%

Math Operators

Value	Count	Frequency (%)
√	2284	100.0%

SUBAREA
Categorical

HIGH CORRELATION MISSING

Distinct	30
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

EDUCACION	76695
EDUCACION COMERCIAL Y ADMINISTRACION	66809
INGENIERIA Y PROFESIONES AFINES	56241
TECNOLOGIAS DE LA INFORMACION Y LA COMUNICACION (TIC)	40274
CIENCIAS SOCIALES Y DEL COMPORTAMIENTO	38922
Other values (25)	193827

Length

Max length	53
Median length	31
Mean length	24.235274
Min length	5

Characters and Unicode

Total characters	11457662
Distinct characters	25
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SALUD
2nd row	SERVICIOS PERSONALES
3rd row	CIENCIAS SOCIALES Y DEL COMPORTAMIENTO
4th row	ARTES
5th row	INGENIERIA Y PROFESIONES AFINES

Common Values

Value	Count	Frequency (%)
EDUCACION	76695	12.6%
EDUCACION COMERCIAL Y ADMINISTRACION	66809	11.0%
INGENIERIA Y PROFESIONES AFINES	56241	9.3%
TECNOLOGIAS DE LA INFORMACION Y LA COMUNICACION (TIC)	40274	6.6%
CIENCIAS SOCIALES Y DEL COMPORTAMIENTO	38922	6.4%
SERVICIOS PERSONALES	29924	4.9%
SALUD	28336	4.7%
INDUSTRIA Y PRODUCCION	22571	3.7%
AGRICULTURA	21195	3.5%
PERIODISMO E INFORMACION	15445	2.5%
Other values (20)	76356	12.6%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
y	247089	16.9%
educacion	143504	9.8%
la	80548	5.5%
comercial	66809	4.6%
administracion	66809	4.6%
afines	63282	4.3%
ingenieria	56241	3.9%
profesiones	56241	3.9%
informacion	55719	3.8%
ciencias	49925	3.4%
Other values (37)	572474	39.2%

Most occurring characters

Value	Count	Frequency (%)
I	1430649	12.5%
C	1111639	9.7%
A	1025691	9.0%
O	1020361	8.9%
	985873	8.6%
E	973515	8.5%
N	946770	8.3%
S	677821	5.9%
R	601700	5.3%
D	409249	3.6%
Other values (15)	2274394	19.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10391241	90.7%
Space Separator	985873	8.6%
Open Punctuation	40274	0.4%
Close Punctuation	40274	0.4%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	1430649	13.8%
C	1111639	10.7%
A	1025691	9.9%
O	1020361	9.8%
E	973515	9.4%
N	946770	9.1%
S	677821	6.5%
R	601700	5.8%
D	409249	3.9%
L	356495	3.4%
Other values (12)	1837351	17.7%

Space Separator

Value	Count	Frequency (%)
	985873	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	40274	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	40274	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10391241	90.7%
Common	1066421	9.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	1430649	13.8%
C	1111639	10.7%
A	1025691	9.9%
O	1020361	9.8%
E	973515	9.4%
N	946770	9.1%
S	677821	6.5%
R	601700	5.8%
D	409249	3.9%
L	356495	3.4%
Other values (12)	1837351	17.7%

Common

Value	Count	Frequency (%)
	985873	92.4%
(	40274	3.8%
)	40274	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11457657	> 99.9%
None	5	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	1430649	12.5%
C	1111639	9.7%
A	1025691	9.0%
O	1020361	8.9%
	985873	8.6%
E	973515	8.5%
N	946770	8.3%
S	677821	5.9%
R	601700	5.3%
D	409249	3.6%
Other values (14)	2274389	19.9%

None

Value	Count	Frequency (%)
Ó	5	100.0%

MODALIDAD
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

PRESENCIAL	366529
EN LINEA	75856
DUAL	12128
SEMI-PRESENCIAL	8229
DISTANCIA	6265

Length

Max length	15
Median length	10
Mean length	9.5750918
Min length	4

Characters and Unicode

Total characters	4526797
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PRESENCIAL
2nd row	EN LINEA
3rd row	EN LINEA
4th row	PRESENCIAL
5th row	PRESENCIAL

Common Values

Value	Count	Frequency (%)
PRESENCIAL	366529	60.3%
EN LINEA	75856	12.5%
DUAL	12128	2.0%
SEMI-PRESENCIAL	8229	1.4%
DISTANCIA	6265	1.0%
HIBRIDA	3761	0.6%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
presencial	366529	66.8%
en	75856	13.8%
linea	75856	13.8%
dual	12128	2.2%
semi-presencial	8229	1.5%
distancia	6265	1.1%
hibrida	3761	0.7%

Most occurring characters

Value	Count	Frequency (%)
E	909457	20.1%
N	532735	11.8%
A	479033	10.6%
I	478895	10.6%
L	462742	10.2%
S	389252	8.6%
C	381023	8.4%
R	378519	8.4%
P	374758	8.3%
	75856	1.7%
Other values (7)	64527	1.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4442712	98.1%
Space Separator	75856	1.7%
Dash Punctuation	8229	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	909457	20.5%
N	532735	12.0%
A	479033	10.8%
I	478895	10.8%
L	462742	10.4%
S	389252	8.8%
C	381023	8.6%
R	378519	8.5%
P	374758	8.4%
D	22154	0.5%
Other values (5)	34144	0.8%

Space Separator

Value	Count	Frequency (%)
	75856	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8229	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4442712	98.1%
Common	84085	1.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	909457	20.5%
N	532735	12.0%
A	479033	10.8%
I	478895	10.8%
L	462742	10.4%
S	389252	8.8%
C	381023	8.6%
R	378519	8.5%
P	374758	8.4%
D	22154	0.5%
Other values (5)	34144	0.8%

Common

Value	Count	Frequency (%)
	75856	90.2%
-	8229	9.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4526797	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	909457	20.1%
N	532735	11.8%
A	479033	10.6%
I	478895	10.6%
L	462742	10.2%
S	389252	8.6%
C	381023	8.4%
R	378519	8.4%
P	374758	8.3%
	75856	1.7%
Other values (7)	64527	1.4%

NIVEL
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

TERCER NIVEL	380123
TERCER NIVEL TECNOLÓGICO SUPERIOR	68726
TECNOLOGICO SUPERIOR	21132
TERCER NIVEL TÉCNICO SUPERIOR	2284
TECNICO SUPERIOR	503

Length

Max length	33
Median length	12
Mean length	15.49673
Min length	12

Characters and Unicode

Total characters	7326358
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TERCER NIVEL TECNOLÓGICO SUPERIOR
2nd row	TERCER NIVEL
3rd row	TERCER NIVEL
4th row	TERCER NIVEL
5th row	TERCER NIVEL TECNOLÓGICO SUPERIOR

Common Values

Value	Count	Frequency (%)
TERCER NIVEL	380123	62.6%
TERCER NIVEL TECNOLÓGICO SUPERIOR	68726	11.3%
TECNOLOGICO SUPERIOR	21132	3.5%
TERCER NIVEL TÉCNICO SUPERIOR	2284	0.4%
TECNICO SUPERIOR	503	0.1%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tercer	451133	41.5%
nivel	451133	41.5%
superior	92645	8.5%
tecnológico	68726	6.3%
tecnologico	21132	1.9%
técnico	2284	0.2%
tecnico	503	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
E	1536405	21.0%
R	1087556	14.8%
C	636423	8.7%
I	636423	8.7%
	614788	8.4%
T	543778	7.4%
N	543778	7.4%
L	540991	7.4%
V	451133	6.2%
O	296280	4.0%
Other values (6)	438803	6.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6711570	91.6%
Space Separator	614788	8.4%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1536405	22.9%
R	1087556	16.2%
C	636423	9.5%
I	636423	9.5%
T	543778	8.1%
N	543778	8.1%
L	540991	8.1%
V	451133	6.7%
O	296280	4.4%
S	92645	1.4%
Other values (5)	346158	5.2%

Space Separator

Value	Count	Frequency (%)
	614788	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6711570	91.6%
Common	614788	8.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1536405	22.9%
R	1087556	16.2%
C	636423	9.5%
I	636423	9.5%
T	543778	8.1%
N	543778	8.1%
L	540991	8.1%
V	451133	6.7%
O	296280	4.4%
S	92645	1.4%
Other values (5)	346158	5.2%

Common

Value	Count	Frequency (%)
	614788	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7255348	99.0%
None	71010	1.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1536405	21.2%
R	1087556	15.0%
C	636423	8.8%
I	636423	8.8%
	614788	8.5%
T	543778	7.5%
N	543778	7.5%
L	540991	7.5%
V	451133	6.2%
O	296280	4.1%
Other values (4)	367793	5.1%

None

Value	Count	Frequency (%)
Ó	68726	96.8%
É	2284	3.2%

JORNADA
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

MATUTINA	126226
INTENSIVA	110304
NO APLICA JORNADA	94111
VESPERTINA	83190
NOCTURNA	58937

Length

Max length	17
Median length	10
Mean length	10.376817
Min length	8

Characters and Unicode

Total characters	4905827
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	VESPERTINA
2nd row	NO APLICA JORNADA
3rd row	NO APLICA JORNADA
4th row	INTENSIVA
5th row	NOCTURNA

Common Values

Value	Count	Frequency (%)
MATUTINA	126226	20.8%
INTENSIVA	110304	18.2%
NO APLICA JORNADA	94111	15.5%
VESPERTINA	83190	13.7%
NOCTURNA	58937	9.7%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
matutina	126226	19.1%
intensiva	110304	16.7%
no	94111	14.2%
aplica	94111	14.2%
jornada	94111	14.2%
vespertina	83190	12.6%
nocturna	58937	8.9%

Most occurring characters

Value	Count	Frequency (%)
A	881327	18.0%
N	736120	15.0%
I	524135	10.7%
T	504883	10.3%
E	276684	5.6%
O	247159	5.0%
R	236238	4.8%
V	193494	3.9%
S	193494	3.9%
	188222	3.8%
Other values (7)	924071	18.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4717605	96.2%
Space Separator	188222	3.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	881327	18.7%
N	736120	15.6%
I	524135	11.1%
T	504883	10.7%
E	276684	5.9%
O	247159	5.2%
R	236238	5.0%
V	193494	4.1%
S	193494	4.1%
U	185163	3.9%
Other values (6)	738908	15.7%

Space Separator

Value	Count	Frequency (%)
	188222	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4717605	96.2%
Common	188222	3.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	881327	18.7%
N	736120	15.6%
I	524135	11.1%
T	504883	10.7%
E	276684	5.9%
O	247159	5.2%
R	236238	5.0%
V	193494	4.1%
S	193494	4.1%
U	185163	3.9%
Other values (6)	738908	15.7%

Common

Value	Count	Frequency (%)
	188222	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4905827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	881327	18.0%
N	736120	15.0%
I	524135	10.7%
T	504883	10.3%
E	276684	5.6%
O	247159	5.0%
R	236238	4.8%
V	193494	3.9%
S	193494	3.9%
	188222	3.8%
Other values (7)	924071	18.8%

ACEPTA_CUPO
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

1.0	382769
0.0	79990
2.0	10009

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1418304
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	382769	63.0%
0.0	79990	13.2%
2.0	10009	1.6%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	382769	81.0%
0.0	79990	16.9%
2.0	10009	2.1%

Most occurring characters

Value	Count	Frequency (%)
0	552758	39.0%
.	472768	33.3%
1	382769	27.0%
2	10009	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	945536	66.7%
Other Punctuation	472768	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	552758	58.5%
1	382769	40.5%
2	10009	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	472768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1418304	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	552758	39.0%
.	472768	33.3%
1	382769	27.0%
2	10009	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1418304	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	552758	39.0%
.	472768	33.3%
1	382769	27.0%
2	10009	0.7%

ASA_ESTADO
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

1.0	472752
0.0	16

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1418304
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	472752	77.8%
0.0	16	< 0.1%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	472752	> 99.9%
0.0	16	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	472784	33.3%
.	472768	33.3%
1	472752	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	945536	66.7%
Other Punctuation	472768	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	472784	50.0%
1	472752	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	472768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1418304	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	472784	33.3%
.	472768	33.3%
1	472752	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1418304	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	472784	33.3%
.	472768	33.3%
1	472752	33.3%

OFA_ID
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9052
Distinct (%)	1.9%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	150990.15

Minimum	93025
Maximum	183438
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	93025
5-th percentile	95017
Q1	151791
median	161688
Q3	173660
95-th percentile	181399
Maximum	183438
Range	90413
Interquartile range (IQR)	21869

Descriptive statistics

Standard deviation	30521.793
Coefficient of variation (CV)	0.20214427
Kurtosis	-0.65400789
Mean	150990.15
Median Absolute Deviation (MAD)	11024
Skewness	-0.99280034
Sum	7.1383309 × 10¹⁰
Variance	9.3157986 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
174128	2156	0.4%
159111	1988	0.3%
179463	1917	0.3%
172714	1899	0.3%
174130	1898	0.3%
182224	1787	0.3%
182232	1648	0.3%
179462	1595	0.3%
180856	1590	0.3%
95019	1537	0.3%
Other values (9042)	454753	74.9%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
93025	142	< 0.1%
93028	234	< 0.1%
93029	81	< 0.1%
93034	35	< 0.1%
93037	33	< 0.1%
93040	41	< 0.1%
93041	38	< 0.1%
93047	40	< 0.1%
93051	44	< 0.1%
93054	188	< 0.1%

Value	Count	Frequency (%)
183438	224	< 0.1%
183436	37	< 0.1%
183433	59	< 0.1%
183432	68	< 0.1%
183429	67	< 0.1%
183425	69	< 0.1%
183424	46	< 0.1%
183408	70	< 0.1%
183402	30	< 0.1%
183395	92	< 0.1%

ASA_FECHA_ACEPTACION
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	214686
Missing (%)	35.3%
Memory size	4.6 MiB

EXONERADO
Boolean

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	1.2 MiB

False	472768
(Missing)	134696

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	472768	77.8%
(Missing)	134696	22.2%

OFA_ESTADO
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

1.0	472768

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1418304
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	472768	77.8%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	472768	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	472768	33.3%
.	472768	33.3%
0	472768	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	945536	66.7%
Other Punctuation	472768	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	472768	50.0%
0	472768	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	472768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1418304	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	472768	33.3%
.	472768	33.3%
0	472768	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1418304	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	472768	33.3%
.	472768	33.3%
0	472768	33.3%

ASA_EXONERA
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

0.0	472768

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1418304
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	472768	77.8%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	472768	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	945536	66.7%
.	472768	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	945536	66.7%
Other Punctuation	472768	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	945536	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	472768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1418304	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	945536	66.7%
.	472768	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1418304	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	945536	66.7%
.	472768	33.3%

PER_ID
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

22.0	133235
20.0	122520
18.0	112037
21.0	104976

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	1891072
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	22.0
2nd row	22.0
3rd row	22.0
4th row	22.0
5th row	22.0

Common Values

Value	Count	Frequency (%)
22.0	133235	21.9%
20.0	122520	20.2%
18.0	112037	18.4%
21.0	104976	17.3%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
22.0	133235	28.2%
20.0	122520	25.9%
18.0	112037	23.7%
21.0	104976	22.2%

Most occurring characters

Value	Count	Frequency (%)
0	595288	31.5%
2	493966	26.1%
.	472768	25.0%
1	217013	11.5%
8	112037	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1418304	75.0%
Other Punctuation	472768	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	595288	42.0%
2	493966	34.8%
1	217013	15.3%
8	112037	7.9%

Other Punctuation

Value	Count	Frequency (%)
.	472768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1891072	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	595288	31.5%
2	493966	26.1%
.	472768	25.0%
1	217013	11.5%
8	112037	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1891072	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	595288	31.5%
2	493966	26.1%
.	472768	25.0%
1	217013	11.5%
8	112037	5.9%

SEGMENTO
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	46
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

POBLACION GENERAL	190039
/POLITICA DE ACCION AFIRMATIVA	166106
/POBLACION GENERAL	60470
POLITICA DE ACCION AFIRMATIVA	39671
/POBLACION GENERAL/No acept√≥ cupo 1ra opci√≥n de Carrera	4628
Other values (41)	11854

Length

Max length	120
Median length	101
Mean length	23.887211
Min length	3

Characters and Unicode

Total characters	11293109
Distinct characters	39
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	/POLITICA DE ACCION AFIRMATIVA
2nd row	POBLACION GENERAL
3rd row	POBLACION GENERAL
4th row	/POLITICA DE ACCION AFIRMATIVA
5th row	/POLITICA DE ACCION AFIRMATIVA

Common Values

Value	Count	Frequency (%)
POBLACION GENERAL	190039	31.3%
/POLITICA DE ACCION AFIRMATIVA	166106	27.3%
/POBLACION GENERAL	60470	10.0%
POLITICA DE ACCION AFIRMATIVA	39671	6.5%
/POBLACION GENERAL/No acept√≥ cupo 1ra opci√≥n de Carrera	4628	0.8%
POLITICA DE ACCION AFIRMATIVA/No acept√≥ cupo 1ra opci√≥n de Carrera	4134	0.7%
/MERITO TERRITORIAL/POLITICA DE ACCION AFIRMATIVA	1399	0.2%
/MERITO TERRITORIAL	1154	0.2%
DUAL FOCALIZADO FUERZA TERRESTRE	900	0.1%
DUAL FOCALIZADO MIES	548	0.1%
Other values (36)	3719	0.6%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
poblacion	256332	17.9%
general	250509	17.5%
de	221893	15.5%
accion	212811	14.8%
politica	211298	14.7%
afirmativa	207290	14.4%
acept√≥	8961	0.6%
cupo	8961	0.6%
1ra	8961	0.6%
opci√≥n	8961	0.6%
Other values (44)	39580	2.8%

Most occurring characters

Value	Count	Frequency (%)
A	1597870	14.1%
I	1337571	11.8%
	963539	8.5%
O	954583	8.5%
C	909586	8.1%
E	740645	6.6%
L	738251	6.5%
N	736032	6.5%
R	490142	4.3%
P	470303	4.2%
Other values (29)	2354587	20.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	9811918	86.9%
Space Separator	963539	8.5%
Other Punctuation	248332	2.2%
Lowercase Letter	224270	2.0%
Math Symbol	36089	0.3%
Decimal Number	8961	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1597870	16.3%
I	1337571	13.6%
O	954583	9.7%
C	909586	9.3%
E	740645	7.5%
L	738251	7.5%
N	736032	7.5%
R	490142	5.0%
P	470303	4.8%
T	438478	4.5%
Other values (11)	1398457	14.3%

Lowercase Letter

Value	Count	Frequency (%)
r	35844	16.0%
a	35844	16.0%
c	26883	12.0%
o	26883	12.0%
p	26883	12.0%
e	26883	12.0%
d	8961	4.0%
n	8961	4.0%
i	8961	4.0%
u	8961	4.0%
Other values (3)	9206	4.1%

Math Symbol

Value	Count	Frequency (%)
√	18167	50.3%
≥	17922	49.7%

Space Separator

Value	Count	Frequency (%)
	963539	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	248332	100.0%

Decimal Number

Value	Count	Frequency (%)
1	8961	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10036188	88.9%
Common	1256921	11.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1597870	15.9%
I	1337571	13.3%
O	954583	9.5%
C	909586	9.1%
E	740645	7.4%
L	738251	7.4%
N	736032	7.3%
R	490142	4.9%
P	470303	4.7%
T	438478	4.4%
Other values (24)	1622727	16.2%

Common

Value	Count	Frequency (%)
	963539	76.7%
/	248332	19.8%
√	18167	1.4%
≥	17922	1.4%
1	8961	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11256636	99.7%
Math Operators	36089	0.3%
None	384	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1597870	14.2%
I	1337571	11.9%
	963539	8.6%
O	954583	8.5%
C	909586	8.1%
E	740645	6.6%
L	738251	6.6%
N	736032	6.5%
R	490142	4.4%
P	470303	4.2%
Other values (24)	2318114	20.6%

Math Operators

Value	Count	Frequency (%)
√	18167	50.3%
≥	17922	49.7%

None

Value	Count	Frequency (%)
â	230	59.9%
É	139	36.2%
ì	15	3.9%

TIPO_CUPO
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

NIVELACIÓN	258224
PRIMER SEMESTRE	134828
NIVELACI√ìN	79716

Length

Max length	15
Median length	10
Mean length	11.594558
Min length	10

Characters and Unicode

Total characters	5481536
Distinct characters	16
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PRIMER SEMESTRE
2nd row	NIVELACIÓN
3rd row	NIVELACIÓN
4th row	PRIMER SEMESTRE
5th row	PRIMER SEMESTRE

Common Values

Value	Count	Frequency (%)
NIVELACIÓN	258224	42.5%
PRIMER SEMESTRE	134828	22.2%
NIVELACI√ìN	79716	13.1%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nivelación	258224	42.5%
primer	134828	22.2%
semestre	134828	22.2%
nivelaci√ìn	79716	13.1%

Most occurring characters

Value	Count	Frequency (%)
E	877252	16.0%
I	810708	14.8%
N	675880	12.3%
R	404484	7.4%
V	337940	6.2%
L	337940	6.2%
A	337940	6.2%
C	337940	6.2%
M	269656	4.9%
S	269656	4.9%
Other values (6)	822140	15.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5187276	94.6%
Space Separator	134828	2.5%
Math Symbol	79716	1.5%
Lowercase Letter	79716	1.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	877252	16.9%
I	810708	15.6%
N	675880	13.0%
R	404484	7.8%
V	337940	6.5%
L	337940	6.5%
A	337940	6.5%
C	337940	6.5%
M	269656	5.2%
S	269656	5.2%
Other values (3)	527880	10.2%

Space Separator

Value	Count	Frequency (%)
	134828	100.0%

Math Symbol

Value	Count	Frequency (%)
√	79716	100.0%

Lowercase Letter

Value	Count	Frequency (%)
ì	79716	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5266992	96.1%
Common	214544	3.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	877252	16.7%
I	810708	15.4%
N	675880	12.8%
R	404484	7.7%
V	337940	6.4%
L	337940	6.4%
A	337940	6.4%
C	337940	6.4%
M	269656	5.1%
S	269656	5.1%
Other values (4)	607596	11.5%

Common

Value	Count	Frequency (%)
	134828	62.8%
√	79716	37.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5063880	92.4%
None	337940	6.2%
Math Operators	79716	1.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	877252	17.3%
I	810708	16.0%
N	675880	13.3%
R	404484	8.0%
V	337940	6.7%
L	337940	6.7%
A	337940	6.7%
C	337940	6.7%
M	269656	5.3%
S	269656	5.3%
Other values (3)	404484	8.0%

None

Value	Count	Frequency (%)
Ó	258224	76.4%
ì	79716	23.6%

Math Operators

Value	Count	Frequency (%)
√	79716	100.0%

DISCAPACIDAD
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

NO	468966
SI	3802

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	945536
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO
2nd row	NO
3rd row	NO
4th row	NO
5th row	NO

Common Values

Value	Count	Frequency (%)
NO	468966	77.2%
SI	3802	0.6%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	468966	99.2%
si	3802	0.8%

Most occurring characters

Value	Count	Frequency (%)
N	468966	49.6%
O	468966	49.6%
S	3802	0.4%
I	3802	0.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	945536	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	468966	49.6%
O	468966	49.6%
S	3802	0.4%
I	3802	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	945536	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	468966	49.6%
O	468966	49.6%
S	3802	0.4%
I	3802	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	945536	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	468966	49.6%
O	468966	49.6%
S	3802	0.4%
I	3802	0.4%

ASA_BECA
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

0.0	472768

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1418304
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	472768	77.8%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	472768	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	945536	66.7%
.	472768	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	945536	66.7%
Other Punctuation	472768	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	945536	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	472768	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1418304	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	945536	66.7%
.	472768	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1418304	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	945536	66.7%
.	472768	33.3%

PRD_ID_NUM_POSTULACION
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	20
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	475.29289

Minimum	446
Maximum	1092
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	446
5-th percentile	446
Q1	446
median	446
Q3	446
95-th percentile	494
Maximum	1092
Range	646
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	98.207119
Coefficient of variation (CV)	0.20662442
Kurtosis	22.513432
Mean	475.29289
Median Absolute Deviation (MAD)	0
Skewness	4.732605
Sum	2.2470327 × 10⁸
Variance	9644.6382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
446	358070	58.9%
492	67017	11.0%
494	26482	4.4%
908	10047	1.7%
1092	5017	0.8%
808	2058	0.3%
770	1651	0.3%
471	847	0.1%
561	685	0.1%
769	369	0.1%
Other values (10)	525	0.1%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
446	358070	58.9%
471	847	0.1%
492	67017	11.0%
494	26482	4.4%
561	685	0.1%
564	253	< 0.1%
565	68	< 0.1%
569	6	< 0.1%
580	6	< 0.1%
726	5	< 0.1%

Value	Count	Frequency (%)
1092	5017	0.8%
908	10047	1.7%
874	91	< 0.1%
823	1	< 0.1%
808	2058	0.3%
806	54	< 0.1%
774	26	< 0.1%
772	15	< 0.1%
770	1651	0.3%
769	369	0.1%

PRD_ID_NUM_ASIGNACION
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	22
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	479.00899

Minimum	446
Maximum	1092
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	446
5-th percentile	446
Q1	446
median	446
Q3	463
95-th percentile	531
Maximum	1092
Range	646
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	98.356332
Coefficient of variation (CV)	0.20533295
Kurtosis	21.657578
Mean	479.00899
Median Absolute Deviation (MAD)	0
Skewness	4.6084108
Sum	2.2646012 × 10⁸
Variance	9673.968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
446	302948	49.9%
463	55122	9.1%
492	45997	7.6%
494	26482	4.4%
531	21020	3.5%
908	10047	1.7%
1092	5017	0.8%
808	2058	0.3%
770	1651	0.3%
471	847	0.1%
Other values (12)	1579	0.3%
(Missing)	134696	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
446	302948	49.9%
463	55122	9.1%
471	847	0.1%
492	45997	7.6%
494	26482	4.4%
531	21020	3.5%
561	685	0.1%
564	253	< 0.1%
565	68	< 0.1%
569	6	< 0.1%

Value	Count	Frequency (%)
1092	5017	0.8%
908	10047	1.7%
874	91	< 0.1%
823	1	< 0.1%
808	2058	0.3%
806	54	< 0.1%
774	26	< 0.1%
772	15	< 0.1%
770	1651	0.3%
769	369	0.1%

INSTANCIA_POSTULACION
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	24
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

PRIMERA POSTULACION	276947
PRIMERA POSTULACION	81123
SEGUNDA POSTULACIÓN	47796
SEGUNDA POSTULACI√ìN	19221
TERCERA POSTULACION	14599
Other values (19)	33082

Length

Max length	83
Median length	19
Mean length	19.914567
Min length	18

Characters and Unicode

Total characters	9414970
Distinct characters	33
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	PRIMERA POSTULACION
2nd row	PRIMERA POSTULACION
3rd row	PRIMERA POSTULACION
4th row	PRIMERA POSTULACION
5th row	PRIMERA POSTULACION

Common Values

Value	Count	Frequency (%)
PRIMERA POSTULACION	276947	45.6%
PRIMERA POSTULACION	81123	13.4%
SEGUNDA POSTULACIÓN	47796	7.9%
SEGUNDA POSTULACI√ìN	19221	3.2%
TERCERA POSTULACION	14599	2.4%
TERCERA POSTULACIÓN	11883	2.0%
POSTULACION AUTO ASIGNACION DE CUPO	10047	1.7%
CUARTA POSTULACIÓN	5017	0.8%
ASIGNACI√ìN DE CUPO EN L√çNEA	2058	0.3%
REGISTRO EN EL SISTEMA DE CUPOS DE DUAL FOCALIZADO FUERZA TERRESTRE	1651	0.3%
Other values (14)	2426	0.4%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
postulacion	382716	37.8%
primera	358070	35.4%
segunda	67017	6.6%
postulación	64696	6.4%
tercera	26482	2.6%
postulaci√ìn	19221	1.9%
de	18890	1.9%
cupo	12105	1.2%
asignacion	10732	1.1%
auto	10047	1.0%
Other values (50)	42928	4.2%

Most occurring characters

Value	Count	Frequency (%)
A	983966	10.5%
O	896589	9.5%
I	863886	9.2%
P	840747	8.9%
R	789400	8.4%
	621259	6.6%
U	569776	6.1%
N	568184	6.0%
S	563621	6.0%
C	531293	5.6%
Other values (23)	2186249	23.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	8746507	92.9%
Space Separator	621259	6.6%
Math Symbol	23581	0.3%
Lowercase Letter	23581	0.3%
Other Punctuation	18	< 0.1%
Open Punctuation	12	< 0.1%
Close Punctuation	12	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	983966	11.2%
O	896589	10.3%
I	863886	9.9%
P	840747	9.6%
R	789400	9.0%
U	569776	6.5%
N	568184	6.5%
S	563621	6.4%
C	531293	6.1%
E	525563	6.0%
Other values (14)	1613482	18.4%

Lowercase Letter

Value	Count	Frequency (%)
ì	21287	90.3%
ç	2064	8.8%
â	230	1.0%

Other Punctuation

Value	Count	Frequency (%)
:	13	72.2%
.	5	27.8%

Space Separator

Value	Count	Frequency (%)
	621259	100.0%

Math Symbol

Value	Count	Frequency (%)
√	23581	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	12	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	12	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8770088	93.2%
Common	644882	6.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	983966	11.2%
O	896589	10.2%
I	863886	9.9%
P	840747	9.6%
R	789400	9.0%
U	569776	6.5%
N	568184	6.5%
S	563621	6.4%
C	531293	6.1%
E	525563	6.0%
Other values (17)	1637063	18.7%

Common

Value	Count	Frequency (%)
	621259	96.3%
√	23581	3.7%
:	13	< 0.1%
(	12	< 0.1%
)	12	< 0.1%
.	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9302973	98.8%
None	88416	0.9%
Math Operators	23581	0.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	983966	10.6%
O	896589	9.6%
I	863886	9.3%
P	840747	9.0%
R	789400	8.5%
	621259	6.7%
U	569776	6.1%
N	568184	6.1%
S	563621	6.1%
C	531293	5.7%
Other values (17)	2074252	22.3%

None

Value	Count	Frequency (%)
Ó	64696	73.2%
ì	21287	24.1%
ç	2064	2.3%
â	230	0.3%
É	139	0.2%

Math Operators

Value	Count	Frequency (%)
√	23581	100.0%

INSTANCIA_ASIGNACION
Categorical

HIGH CORRELATION MISSING

Distinct	28
Distinct (%)	< 0.1%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

PRIMERA ASIGNACIÓN DE CUPOS	235043
PRIMERA ASIGNACI√ìN DE CUPOS	67905
SEGUNDA ASIGNACIÓN DE CUPOS	41904
TERCERA ASIGNACIÓN DE CUPOS	32880
QUINTA ASIGNACIÓN DE CUPOS	18925
Other values (23)	76111

Length

Max length	83
Median length	27
Mean length	27.545638
Min length	25

Characters and Unicode

Total characters	13022696
Distinct characters	35
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	PRIMERA ASIGNACIÓN DE CUPOS
2nd row	SEGUNDA ASIGNACIÓN DE CUPOS
3rd row	PRIMERA ASIGNACIÓN DE CUPOS
4th row	PRIMERA ASIGNACIÓN DE CUPOS
5th row	PRIMERA ASIGNACIÓN DE CUPOS

Common Values

Value	Count	Frequency (%)
PRIMERA ASIGNACIÓN DE CUPOS	235043	38.7%
PRIMERA ASIGNACI√ìN DE CUPOS	67905	11.2%
SEGUNDA ASIGNACIÓN DE CUPOS	41904	6.9%
TERCERA ASIGNACIÓN DE CUPOS	32880	5.4%
QUINTA ASIGNACIÓN DE CUPOS	18925	3.1%
CUARTA ASIGNACIÓN DE CUPOS	14916	2.5%
SEGUNDA ASIGNACI√ìN DE CUPOS	13218	2.2%
TERCERA ASIGNACI√ìN DE CUPOS	13117	2.2%
POSTULACION AUTO ASIGNACION DE CUPO	10047	1.7%
QUINTA ASIGNACI√ìN DE CUPOS	7557	1.2%
Other values (18)	17256	2.8%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
de	475476	24.7%
cupos	459965	23.9%
asignación	348685	18.1%
primera	302948	15.7%
asignaci√ìn	109959	5.7%
segunda	55122	2.9%
tercera	45997	2.4%
quinta	26482	1.4%
cuarta	21020	1.1%
cupo	12105	0.6%
Other values (51)	68317	3.5%

Most occurring characters

Value	Count	Frequency (%)
A	1456555	11.2%
	1453308	11.2%
I	1291832	9.9%
N	1039357	8.0%
C	1023397	7.9%
S	1013329	7.8%
E	959179	7.4%
P	785625	6.0%
R	734189	5.6%
U	600366	4.6%
Other values (25)	2665559	20.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	11344824	87.1%
Space Separator	1453308	11.2%
Math Symbol	112261	0.9%
Lowercase Letter	112261	0.9%
Other Punctuation	18	< 0.1%
Open Punctuation	12	< 0.1%
Close Punctuation	12	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1456555	12.8%
I	1291832	11.4%
N	1039357	9.2%
C	1023397	9.0%
S	1013329	8.9%
E	959179	8.5%
P	785625	6.9%
R	734189	6.5%
U	600366	5.3%
D	538087	4.7%
Other values (16)	1902908	16.8%

Lowercase Letter

Value	Count	Frequency (%)
ì	109967	98.0%
ç	2064	1.8%
â	230	0.2%

Other Punctuation

Value	Count	Frequency (%)
:	13	72.2%
.	5	27.8%

Space Separator

Value	Count	Frequency (%)
	1453308	100.0%

Math Symbol

Value	Count	Frequency (%)
√	112261	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	12	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	12	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11457085	88.0%
Common	1565611	12.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1456555	12.7%
I	1291832	11.3%
N	1039357	9.1%
C	1023397	8.9%
S	1013329	8.8%
E	959179	8.4%
P	785625	6.9%
R	734189	6.4%
U	600366	5.2%
D	538087	4.7%
Other values (19)	2015169	17.6%

Common

Value	Count	Frequency (%)
	1453308	92.8%
√	112261	7.2%
:	13	< 0.1%
(	12	< 0.1%
)	12	< 0.1%
.	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12449350	95.6%
None	461085	3.5%
Math Operators	112261	0.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1456555	11.7%
	1453308	11.7%
I	1291832	10.4%
N	1039357	8.3%
C	1023397	8.2%
S	1013329	8.1%
E	959179	7.7%
P	785625	6.3%
R	734189	5.9%
U	600366	4.8%
Other values (19)	2092213	16.8%

None

Value	Count	Frequency (%)
Ó	348685	75.6%
ì	109967	23.8%
ç	2064	0.4%
â	230	< 0.1%
É	139	< 0.1%

Math Operators

Value	Count	Frequency (%)
√	112261	100.0%

ASA_OBSERVACION
Categorical

HIGH CARDINALITY IMBALANCE MISSING

Distinct	3418
Distinct (%)	0.7%
Missing	134696
Missing (%)	22.2%
Memory size	4.6 MiB

1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073	86872
1era Asignación de cupos 1era Postulación P20 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2020-RF-075	75923
1era Asignación de cupos 1era Postulación P21 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-025-A	72248
1era Asignaci√≥n de cupos 1era Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-104 y memorando Nro.SENESCYT-SAES-DDA-2019-0456-M del 14 septiembre 2019	67891
2da Asignación de cupos 1era Postulación p22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-075	15920
Other values (3413)	153914

Length

Max length	393
Median length	184
Mean length	126.25273
Min length	82

Characters and Unicode

Total characters	59688253
Distinct characters	61
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3392 ?
Unique (%)	0.7%

Sample

1st row	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073
2nd row	2da Asignación de cupos 1era Postulación p22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-075
3rd row	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073
4th row	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073
5th row	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073

Common Values

Value	Count	Frequency (%)
1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073	86872	14.3%
1era Asignación de cupos 1era Postulación P20 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2020-RF-075	75923	12.5%
1era Asignación de cupos 1era Postulación P21 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-025-A	72248	11.9%
1era Asignaci√≥n de cupos 1era Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-104 y memorando Nro.SENESCYT-SAES-DDA-2019-0456-M del 14 septiembre 2019	67891	11.2%
2da Asignación de cupos 1era Postulación p22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-075	15920	2.6%
2da Asignación de cupos 1era Postulación P20 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2020-RF-078	14889	2.5%
2da Asignaci√≥n de cupos 1era Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-106 y memorando Nro. SENESCYT-SAES-DDA-2019-0465-M del 20/08/2019	13216	2.2%
2da Asignaci√≥n de cupos 2da Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-110 y memorando Nro. SENESCYT-SAES-DDA-2019-0492-M del 03/09/2019	13117	2.2%
3ra Asignación de cupos 2da Postulación P22 de acuerdo a las reglas remitidas en el CGTIC-PROY-2022-RF-081	12813	2.1%
3ra Asignación de cupos 2da Postulación P20 de acuerdo a las reglas remitidas en el CGTIC-PROY-2020-RF-082	11558	1.9%
Other values (3408)	88321	14.5%
(Missing)	134696	22.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
de	929354	10.7%
1era	661018	7.6%
en	462036	5.3%
el	456618	5.3%
cupos	456586	5.3%
remitidas	456586	5.3%
acuerdo	456586	5.3%
a	456586	5.3%
las	456586	5.3%
reglas	456586	5.3%
Other values (3484)	3415624	39.4%

Most occurring characters

Value	Count	Frequency (%)
	8191398	13.7%
e	4362740	7.3%
a	4331565	7.3%
s	2900691	4.9%
-	2537131	4.3%
i	2417193	4.0%
r	2399060	4.0%
d	2208593	3.7%
n	2037157	3.4%
l	1964783	3.3%
Other values (51)	26337942	44.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	32020135	53.6%
Uppercase Letter	9439770	15.8%
Space Separator	8191398	13.7%
Decimal Number	6839971	11.5%
Dash Punctuation	2537131	4.3%
Math Symbol	456484	0.8%
Other Punctuation	196564	0.3%
Connector Punctuation	6800	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	4362740	13.6%
a	4331565	13.5%
s	2900691	9.1%
i	2417193	7.5%
r	2399060	7.5%
d	2208593	6.9%
n	2037157	6.4%
l	1964783	6.1%
c	1889191	5.9%
o	1773351	5.5%
Other values (13)	5735811	17.9%

Uppercase Letter

Value	Count	Frequency (%)
R	1377350	14.6%
P	1368301	14.5%
C	1054874	11.2%
F	904534	9.6%
A	759777	8.0%
T	583476	6.2%
Y	579367	6.1%
I	492933	5.2%
O	472816	5.0%
G	472784	5.0%
Other values (7)	1373558	14.6%

Decimal Number

Value	Count	Frequency (%)
2	1880305	27.5%
1	1668531	24.4%
0	1612514	23.6%
9	404894	5.9%
5	296565	4.3%
4	264382	3.9%
7	202723	3.0%
8	197573	2.9%
3	194435	2.8%
6	118049	1.7%

Math Symbol

Value	Count	Frequency (%)
√	228242	50.0%
≥	222032	48.6%
∫	4152	0.9%
≠	2058	0.5%

Other Punctuation

Value	Count	Frequency (%)
.	111325	56.6%
/	73086	37.2%
,	12137	6.2%
:	16	< 0.1%

Space Separator

Value	Count	Frequency (%)
	8191398	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2537131	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	6800	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	41459905	69.5%
Common	18228348	30.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	4362740	10.5%
a	4331565	10.4%
s	2900691	7.0%
i	2417193	5.8%
r	2399060	5.8%
d	2208593	5.3%
n	2037157	4.9%
l	1964783	4.7%
c	1889191	4.6%
o	1773351	4.3%
Other values (30)	15175581	36.6%

Common

Value	Count	Frequency (%)
	8191398	44.9%
-	2537131	13.9%
2	1880305	10.3%
1	1668531	9.2%
0	1612514	8.8%
9	404894	2.2%
5	296565	1.6%
4	264382	1.5%
√	228242	1.3%
≥	222032	1.2%
Other values (11)	922354	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	58508308	98.0%
None	723461	1.2%
Math Operators	456484	0.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	8191398	14.0%
e	4362740	7.5%
a	4331565	7.4%
s	2900691	5.0%
-	2537131	4.3%
i	2417193	4.1%
r	2399060	4.1%
d	2208593	3.8%
n	2037157	3.5%
l	1964783	3.4%
Other values (45)	25157997	43.0%

None

Value	Count	Frequency (%)
ó	721462	99.7%
ú	1999	0.3%

Math Operators

Value	Count	Frequency (%)
√	228242	50.0%
≥	222032	48.6%
∫	4152	0.9%
≠	2058	0.5%

ASA_GRATUIDAD
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	246733
Missing (%)	40.6%
Memory size	4.6 MiB

0.0	340789
2.0	10232
4.0	7005
3.0	2422
5.0	283

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1082193
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	4.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	340789	56.1%
2.0	10232	1.7%
4.0	7005	1.2%
3.0	2422	0.4%
5.0	283	< 0.1%
(Missing)	246733	40.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	340789	94.5%
2.0	10232	2.8%
4.0	7005	1.9%
3.0	2422	0.7%
5.0	283	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	701520	64.8%
.	360731	33.3%
2	10232	0.9%
4	7005	0.6%
3	2422	0.2%
5	283	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	721462	66.7%
Other Punctuation	360731	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	701520	97.2%
2	10232	1.4%
4	7005	1.0%
3	2422	0.3%
5	283	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	360731	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1082193	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	701520	64.8%
.	360731	33.3%
2	10232	0.9%
4	7005	0.6%
3	2422	0.2%
5	283	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1082193	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	701520	64.8%
.	360731	33.3%
2	10232	0.9%
4	7005	0.6%
3	2422	0.2%
5	283	< 0.1%

GRATUIDAD
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	253300
Missing (%)	41.7%
Memory size	4.6 MiB

MANTIENE GRATUIDAD	340863
SIN GRATUIDAD	10153
NO APLICA	2422
SEGUNDA CARRERA	443
SEGUNDA CARRERA IES PARTICULAR	283

Length

Max length	30
Median length	18
Mean length	17.800951
Min length	9

Characters and Unicode

Total characters	6304456
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MANTIENE GRATUIDAD
2nd row	MANTIENE GRATUIDAD
3rd row	MANTIENE GRATUIDAD
4th row	MANTIENE GRATUIDAD
5th row	MANTIENE GRATUIDAD

Common Values

Value	Count	Frequency (%)
MANTIENE GRATUIDAD	340863	56.1%
SIN GRATUIDAD	10153	1.7%
NO APLICA	2422	0.4%
SEGUNDA CARRERA	443	0.1%
SEGUNDA CARRERA IES PARTICULAR	283	< 0.1%
(Missing)	253300	41.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gratuidad	351016	49.5%
mantiene	340863	48.1%
sin	10153	1.4%
no	2422	0.3%
aplica	2422	0.3%
segunda	726	0.1%
carrera	726	0.1%
ies	283	< 0.1%
particular	283	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	1050483	16.7%
I	705020	11.2%
D	702758	11.1%
N	695027	11.0%
T	692162	11.0%
E	683461	10.8%
	354730	5.6%
R	353760	5.6%
U	352025	5.6%
G	351742	5.6%
Other values (6)	363288	5.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5949726	94.4%
Space Separator	354730	5.6%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1050483	17.7%
I	705020	11.8%
D	702758	11.8%
N	695027	11.7%
T	692162	11.6%
E	683461	11.5%
R	353760	5.9%
U	352025	5.9%
G	351742	5.9%
M	340863	5.7%
Other values (5)	22425	0.4%

Space Separator

Value	Count	Frequency (%)
	354730	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5949726	94.4%
Common	354730	5.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1050483	17.7%
I	705020	11.8%
D	702758	11.8%
N	695027	11.7%
T	692162	11.6%
E	683461	11.5%
R	353760	5.9%
U	352025	5.9%
G	351742	5.9%
M	340863	5.7%
Other values (5)	22425	0.4%

Common

Value	Count	Frequency (%)
	354730	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6304456	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1050483	16.7%
I	705020	11.2%
D	702758	11.1%
N	695027	11.0%
T	692162	11.0%
E	683461	10.8%
	354730	5.6%
R	353760	5.6%
U	352025	5.6%
G	351742	5.6%
Other values (6)	363288	5.8%

ACEPTA_CUPO_DDA
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	246733
Missing (%)	40.6%
Memory size	4.6 MiB

1.0	295865
0.0	57204
2.0	7662

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1082193
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	295865	48.7%
0.0	57204	9.4%
2.0	7662	1.3%
(Missing)	246733	40.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	295865	82.0%
0.0	57204	15.9%
2.0	7662	2.1%

Most occurring characters

Value	Count	Frequency (%)
0	417935	38.6%
.	360731	33.3%
1	295865	27.3%
2	7662	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	721462	66.7%
Other Punctuation	360731	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	417935	57.9%
1	295865	41.0%
2	7662	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	360731	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1082193	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	417935	38.6%
.	360731	33.3%
1	295865	27.3%
2	7662	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1082193	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	417935	38.6%
.	360731	33.3%
1	295865	27.3%
2	7662	0.7%

ASA_ESTADO_DDA
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	246733
Missing (%)	40.6%
Memory size	4.6 MiB

1.0	360731

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1082193
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	360731	59.4%
(Missing)	246733	40.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	360731	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	360731	33.3%
.	360731	33.3%
0	360731	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	721462	66.7%
Other Punctuation	360731	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	360731	50.0%
0	360731	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	360731	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1082193	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	360731	33.3%
.	360731	33.3%
0	360731	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1082193	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	360731	33.3%
.	360731	33.3%
0	360731	33.3%

cod_final
Real number (ℝ)

Distinct	405533
Distinct (%)	66.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5960775 × 10⁹

Minimum	1.0000009 × 10⁹
Maximum	9.9996309 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.6 MiB

Quantile statistics

Minimum	1.0000009 × 10⁹
5-th percentile	1.2370511 × 10⁹
Q1	1.9728409 × 10⁹
median	2.331671 × 10⁹
Q3	2.5759237 × 10⁹
95-th percentile	6.6029098 × 10⁹
Maximum	9.9996309 × 10⁹
Range	8.99963 × 10⁹
Interquartile range (IQR)	6.0308272 × 10⁸

Descriptive statistics

Standard deviation	1.5384556 × 10⁹
Coefficient of variation (CV)	0.59260773
Kurtosis	9.4313501
Mean	2.5960775 × 10⁹
Median Absolute Deviation (MAD)	2.8043026 × 10⁸
Skewness	3.0467014
Sum	1.5770236 × 10¹⁵
Variance	2.3668455 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2219251783	15	< 0.1%
2435070910	12	< 0.1%
2205961756	12	< 0.1%
2167071756	12	< 0.1%
2165461792	12	< 0.1%
6022210156	12	< 0.1%
2436280901	12	< 0.1%
2208941747	11	< 0.1%
2400200992	11	< 0.1%
2234911701	11	< 0.1%
Other values (405523)	607344	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000000901	1	< 0.1%
1000011238	2	< 0.1%
1000011729	1	< 0.1%
1000030892	1	< 0.1%
1000050374	1	< 0.1%
1000051774	1	< 0.1%
1000070956	1	< 0.1%
1000080147	1	< 0.1%
1000090929	2	< 0.1%
1000100829	1	< 0.1%

Value	Count	Frequency (%)
9999630929	2	< 0.1%
9999501765	1	< 0.1%
9999360901	1	< 0.1%
9999351383	1	< 0.1%
9999311210	2	< 0.1%
9999300983	1	< 0.1%
9999291383	2	< 0.1%
9999272338	1	< 0.1%
9999200938	2	< 0.1%
9999130156	1	< 0.1%

archivo
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

asigna-acepta_per19.csv	134696
asigna-acepta_per22.csv	133235
asigna-acepta_per20.csv	122520
asigna-acepta_per18.csv	112037
asigna-acepta_per21.csv	104976

Length

Max length	23
Median length	23
Mean length	23
Min length	23

Characters and Unicode

Total characters	13971672
Distinct characters	19
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	asigna-acepta_per22.csv
2nd row	asigna-acepta_per22.csv
3rd row	asigna-acepta_per22.csv
4th row	asigna-acepta_per22.csv
5th row	asigna-acepta_per22.csv

Common Values

Value	Count	Frequency (%)
asigna-acepta_per19.csv	134696	22.2%
asigna-acepta_per22.csv	133235	21.9%
asigna-acepta_per20.csv	122520	20.2%
asigna-acepta_per18.csv	112037	18.4%
asigna-acepta_per21.csv	104976	17.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
asigna-acepta_per19.csv	134696	22.2%
asigna-acepta_per22.csv	133235	21.9%
asigna-acepta_per20.csv	122520	20.2%
asigna-acepta_per18.csv	112037	18.4%
asigna-acepta_per21.csv	104976	17.3%

Most occurring characters

Value	Count	Frequency (%)
a	2429856	17.4%
s	1214928	8.7%
c	1214928	8.7%
e	1214928	8.7%
p	1214928	8.7%
v	607464	4.3%
.	607464	4.3%
r	607464	4.3%
_	607464	4.3%
t	607464	4.3%
Other values (9)	3644784	26.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	10934352	78.3%
Decimal Number	1214928	8.7%
Other Punctuation	607464	4.3%
Connector Punctuation	607464	4.3%
Dash Punctuation	607464	4.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	2429856	22.2%
s	1214928	11.1%
c	1214928	11.1%
e	1214928	11.1%
p	1214928	11.1%
v	607464	5.6%
r	607464	5.6%
t	607464	5.6%
n	607464	5.6%
g	607464	5.6%

Decimal Number

Value	Count	Frequency (%)
2	493966	40.7%
1	351709	28.9%
9	134696	11.1%
0	122520	10.1%
8	112037	9.2%

Other Punctuation

Value	Count	Frequency (%)
.	607464	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	607464	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	607464	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10934352	78.3%
Common	3037320	21.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	2429856	22.2%
s	1214928	11.1%
c	1214928	11.1%
e	1214928	11.1%
p	1214928	11.1%
v	607464	5.6%
r	607464	5.6%
t	607464	5.6%
n	607464	5.6%
g	607464	5.6%

Common

Value	Count	Frequency (%)
.	607464	20.0%
_	607464	20.0%
-	607464	20.0%
2	493966	16.3%
1	351709	11.6%
9	134696	4.4%
0	122520	4.0%
8	112037	3.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13971672	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	2429856	17.4%
s	1214928	8.7%
c	1214928	8.7%
e	1214928	8.7%
p	1214928	8.7%
v	607464	4.3%
.	607464	4.3%
r	607464	4.3%
_	607464	4.3%
t	607464	4.3%
Other values (9)	3644784	26.1%

Auto

Heatmap
Table

	Unnamed: 0	ASA_ID	INI_ID	INS_ID	COD_PARROQUIA_RESIDE	COD_CANTON_RESIDE	COD_PROV_RESIDE	PRD_ID	POS_ID	POS_NOTA	IES_ID	CAM_ID	CCP_ID	CUS_ID_PADRE	CUS_ID_HIJO	CAR_ID	OFA_ID	PRD_ID_NUM_POSTULACION	PRD_ID_NUM_ASIGNACION	cod_final	GENERO	USU_NACIONALIDAD	ETNIA	PROVINCIA_RESIDE	SEGMENTACION_PERSONA	POS_PRIORIDAD	SEGMETO_CARRERA	IES_SIGLAS_INSTIT	TIPO_INSTITUCION	TIPO_FINANCIAMIENTO	CAMPUS_CIUDAD	PROVINCIA	CANTON	AREA	SUBAREA	MODALIDAD	NIVEL	JORNADA	ACEPTA_CUPO	ASA_ESTADO	PER_ID	SEGMENTO	TIPO_CUPO	DISCAPACIDAD	INSTANCIA_POSTULACION	INSTANCIA_ASIGNACION	ASA_GRATUIDAD	GRATUIDAD	ACEPTA_CUPO_DDA	archivo
Unnamed: 0	1.000	0.067	0.062	0.062	0.806	0.808	0.816	0.090	0.077	0.023	-0.019	0.109	0.064	0.092	0.090	0.018	0.074	0.026	0.031	0.017	0.035	0.022	0.100	0.529	0.060	0.022	0.051	0.363	0.073	0.083	0.389	0.379	0.387	0.062	0.074	0.067	0.061	0.139	0.039	0.008	0.175	0.077	0.156	0.011	0.051	0.053	0.041	0.034	0.038	0.140
ASA_ID	0.067	1.000	0.891	0.891	-0.002	-0.003	-0.002	0.205	0.950	0.094	0.050	0.016	0.883	0.950	0.969	0.064	0.931	0.220	0.257	0.229	0.026	0.017	0.099	0.070	0.128	0.255	0.113	0.178	0.175	0.145	0.158	0.093	0.150	0.089	0.129	0.089	0.129	0.078	0.137	1.000	0.987	0.129	0.120	0.008	0.347	0.359	0.140	0.113	0.137	0.987
INI_ID	0.062	0.891	1.000	1.000	-0.001	-0.002	-0.002	0.152	0.945	0.206	0.070	-0.015	0.932	0.938	0.938	0.033	0.936	-0.030	-0.034	0.336	0.027	0.030	0.287	0.103	0.108	0.037	0.348	0.116	0.037	0.564	0.123	0.093	0.143	0.050	0.046	0.054	0.221	0.075	0.055	0.010	0.931	0.373	0.598	0.009	0.358	0.361	0.118	0.070	0.044	0.931
INS_ID	0.062	0.891	1.000	1.000	-0.001	-0.002	-0.002	0.152	0.945	0.205	0.070	-0.015	0.932	0.938	0.938	0.034	0.936	-0.030	-0.034	0.333	0.030	0.031	0.295	0.101	0.099	0.039	0.349	0.112	0.045	0.564	0.119	0.089	0.140	0.051	0.050	0.055	0.222	0.073	0.055	0.010	0.937	0.370	0.598	0.009	0.359	0.362	0.129	0.095	0.044	0.937
COD_PARROQUIA_RESIDE	0.806	-0.002	-0.001	-0.001	1.000	0.996	0.989	0.076	0.013	-0.003	-0.024	0.127	-0.001	0.026	0.024	0.005	0.009	0.023	0.028	0.028	0.026	0.007	0.082	1.000	0.067	0.025	0.028	0.470	0.027	0.024	0.531	0.521	0.528	0.077	0.098	0.051	0.022	0.063	0.023	0.003	0.026	0.070	0.032	0.004	0.027	0.031	0.013	0.011	0.018	0.026
COD_CANTON_RESIDE	0.808	-0.003	-0.002	-0.002	0.996	1.000	0.993	0.071	0.012	-0.003	-0.024	0.127	-0.003	0.025	0.023	0.006	0.008	0.024	0.028	0.027	0.026	0.007	0.082	1.000	0.067	0.025	0.028	0.470	0.027	0.024	0.531	0.521	0.528	0.077	0.098	0.051	0.022	0.063	0.023	0.003	0.026	0.070	0.032	0.004	0.027	0.031	0.013	0.011	0.018	0.026
COD_PROV_RESIDE	0.816	-0.002	-0.002	-0.002	0.989	0.993	1.000	0.059	0.013	-0.002	-0.026	0.128	-0.004	0.026	0.024	0.009	0.009	0.026	0.031	0.026	0.026	0.007	0.082	1.000	0.067	0.025	0.028	0.470	0.027	0.024	0.531	0.521	0.528	0.077	0.098	0.051	0.022	0.063	0.023	0.003	0.026	0.070	0.032	0.004	0.027	0.031	0.013	0.011	0.018	0.026
PRD_ID	0.090	0.205	0.152	0.152	0.076	0.071	0.059	1.000	0.169	-0.002	0.065	0.068	0.166	0.165	0.162	0.027	0.160	0.002	0.002	0.049	0.085	0.033	0.228	0.139	1.000	0.049	0.761	0.198	0.048	0.089	0.223	0.143	0.222	0.140	0.481	0.214	0.068	0.082	0.039	0.000	0.154	0.999	0.098	0.097	0.755	0.755	0.038	0.036	0.036	0.154
POS_ID	0.077	0.950	0.945	0.945	0.013	0.012	0.013	0.169	1.000	0.169	0.076	0.012	0.935	0.971	0.972	0.057	0.938	0.145	0.123	0.352	0.030	0.021	0.278	0.072	0.113	0.072	0.361	0.152	0.099	0.569	0.141	0.080	0.166	0.070	0.087	0.088	0.231	0.091	0.099	0.012	0.925	0.377	0.598	0.010	0.537	0.543	0.124	0.109	0.108	0.925
POS_NOTA	0.023	0.094	0.206	0.205	-0.003	-0.003	-0.002	-0.002	0.169	1.000	-0.238	0.027	0.265	0.209	0.195	-0.160	0.233	-0.215	-0.243	0.190	0.026	0.014	0.109	0.103	0.093	0.080	0.104	0.198	0.257	0.182	0.166	0.129	0.170	0.141	0.173	0.081	0.151	0.163	0.078	0.005	0.201	0.142	0.207	0.002	0.132	0.139	0.054	0.036	0.078	0.201
IES_ID	-0.019	0.050	0.070	0.070	-0.024	-0.024	-0.026	0.065	0.076	-0.238	1.000	0.316	-0.018	0.006	0.026	0.312	0.054	0.070	0.079	-0.012	0.101	0.008	0.044	0.207	0.075	0.043	0.195	1.000	0.952	0.421	0.623	0.365	0.552	0.206	0.254	0.166	0.462	0.240	0.061	0.000	0.022	0.079	0.518	0.021	0.127	0.131	0.110	0.109	0.054	0.022
CAM_ID	0.109	0.016	-0.015	-0.015	0.127	0.127	0.128	0.068	0.012	0.027	0.316	1.000	0.016	-0.038	-0.022	0.210	-0.007	0.088	0.086	0.027	0.118	0.009	0.059	0.375	0.102	0.047	0.120	0.865	0.854	0.222	0.704	0.552	0.669	0.192	0.237	0.226	0.416	0.383	0.065	0.004	0.081	0.105	0.533	0.015	0.122	0.125	0.061	0.054	0.059	0.081
CCP_ID	0.064	0.883	0.932	0.932	-0.001	-0.003	-0.004	0.166	0.935	0.265	-0.018	0.016	1.000	0.940	0.939	-0.016	0.937	-0.041	-0.044	0.374	0.046	0.022	0.282	0.162	0.104	0.037	0.354	0.407	0.298	0.571	0.341	0.234	0.350	0.094	0.108	0.114	0.287	0.204	0.046	0.010	0.932	0.372	0.621	0.007	0.364	0.367	0.112	0.078	0.032	0.932
CUS_ID_PADRE	0.092	0.950	0.938	0.938	0.026	0.025	0.026	0.165	0.971	0.209	0.006	-0.038	0.940	1.000	0.992	0.026	0.938	0.145	0.120	0.355	0.038	0.020	0.278	0.108	0.184	0.088	0.392	0.239	0.231	0.570	0.208	0.151	0.227	0.087	0.148	0.143	0.257	0.127	0.080	0.012	0.919	0.426	0.634	0.009	0.634	0.639	0.124	0.109	0.068	0.919
CUS_ID_HIJO	0.090	0.969	0.938	0.938	0.024	0.023	0.024	0.162	0.972	0.195	0.026	-0.022	0.939	0.992	1.000	0.037	0.938	0.145	0.170	0.354	0.038	0.020	0.278	0.100	0.184	0.111	0.392	0.224	0.212	0.569	0.196	0.138	0.216	0.085	0.148	0.139	0.252	0.120	0.093	0.012	0.916	0.427	0.628	0.008	0.637	0.652	0.125	0.110	0.087	0.916
CAR_ID	0.018	0.064	0.033	0.034	0.005	0.006	0.009	0.027	0.057	-0.160	0.312	0.210	-0.016	0.026	0.037	1.000	0.027	0.123	0.133	-0.014	0.160	0.006	0.030	0.106	0.145	0.032	0.153	0.277	0.663	0.137	0.305	0.172	0.285	0.375	0.519	0.148	0.370	0.197	0.050	0.002	0.033	0.146	0.366	0.010	0.159	0.161	0.043	0.039	0.050	0.033
OFA_ID	0.074	0.931	0.936	0.936	0.009	0.008	0.009	0.160	0.938	0.233	0.054	-0.007	0.937	0.938	0.938	0.027	1.000	-0.036	-0.037	0.360	0.027	0.026	0.352	0.088	0.118	0.026	0.443	0.121	0.058	0.564	0.151	0.095	0.181	0.071	0.081	0.051	0.226	0.049	0.042	0.010	0.862	0.465	0.600	0.008	0.454	0.458	0.119	0.076	0.024	0.862
PRD_ID_NUM_POSTULACION	0.026	0.220	-0.030	-0.030	0.023	0.024	0.026	0.002	0.145	-0.215	0.070	0.088	-0.041	0.145	0.145	0.123	-0.036	1.000	0.871	-0.048	0.046	0.022	0.054	0.030	0.627	0.087	0.706	0.166	0.131	0.127	0.254	0.091	0.254	0.082	0.280	0.147	0.092	0.068	0.073	0.000	0.151	0.630	0.116	0.004	1.000	1.000	0.048	0.096	0.072	0.151
PRD_ID_NUM_ASIGNACION	0.031	0.257	-0.034	-0.034	0.028	0.028	0.031	0.002	0.123	-0.243	0.079	0.086	-0.044	0.120	0.170	0.133	-0.037	0.871	1.000	-0.050	0.046	0.023	0.051	0.033	0.591	0.229	0.602	0.173	0.140	0.137	0.257	0.091	0.257	0.086	0.272	0.147	0.093	0.070	0.149	0.000	0.149	0.595	0.115	0.004	0.950	1.000	0.050	0.097	0.150	0.149
cod_final	0.017	0.229	0.336	0.333	0.028	0.027	0.026	0.049	0.352	0.190	-0.012	0.027	0.374	0.355	0.354	-0.014	0.360	-0.048	-0.050	1.000	0.021	0.046	0.056	0.048	0.032	0.008	0.046	0.069	0.047	0.074	0.061	0.053	0.061	0.042	0.050	0.078	0.034	0.099	0.018	0.000	0.080	0.052	0.079	0.003	0.048	0.049	0.127	0.112	0.018	0.062
GENERO	0.035	0.026	0.027	0.030	0.026	0.026	0.026	0.085	0.030	0.026	0.101	0.118	0.046	0.038	0.038	0.160	0.027	0.046	0.046	0.021	1.000	0.007	0.037	0.057	0.091	0.021	0.084	0.154	0.093	0.023	0.143	0.082	0.135	0.323	0.351	0.105	0.112	0.117	0.017	0.000	0.025	0.093	0.075	0.020	0.086	0.086	0.019	0.018	0.018	0.025
USU_NACIONALIDAD	0.022	0.017	0.030	0.031	0.007	0.007	0.007	0.033	0.021	0.014	0.008	0.009	0.022	0.020	0.020	0.006	0.026	0.022	0.023	0.046	0.007	1.000	0.049	0.011	0.018	0.000	0.018	0.006	0.013	0.026	0.001	0.010	0.000	0.007	0.018	0.010	0.010	0.013	0.000	0.000	0.035	0.010	0.028	0.000	0.029	0.027	0.038	0.040	0.006	0.035
ETNIA	0.100	0.099	0.287	0.295	0.082	0.082	0.082	0.228	0.278	0.109	0.044	0.059	0.282	0.278	0.278	0.030	0.352	0.054	0.051	0.056	0.037	0.049	1.000	0.140	0.132	0.032	0.202	0.114	0.059	0.432	0.127	0.117	0.132	0.038	0.036	0.044	0.176	0.081	0.048	0.007	0.456	0.228	0.459	0.008	0.180	0.183	0.063	0.062	0.030	0.456
PROVINCIA_RESIDE	0.529	0.070	0.103	0.101	1.000	1.000	1.000	0.139	0.072	0.103	0.207	0.375	0.162	0.108	0.100	0.106	0.088	0.030	0.033	0.048	0.057	0.011	0.140	1.000	0.085	0.048	0.060	0.488	0.167	0.128	0.565	0.573	0.563	0.085	0.090	0.144	0.109	0.265	0.066	0.005	0.110	0.071	0.278	0.019	0.045	0.045	0.042	0.039	0.055	0.110
SEGMENTACION_PERSONA	0.060	0.128	0.108	0.099	0.067	0.067	0.067	1.000	0.113	0.093	0.075	0.102	0.104	0.184	0.184	0.145	0.118	0.627	0.591	0.032	0.091	0.018	0.132	0.085	1.000	0.052	0.869	0.129	0.112	0.092	0.237	0.098	0.218	0.094	0.322	0.223	0.124	0.088	0.041	0.000	0.159	1.000	0.111	0.097	0.867	0.867	0.038	0.037	0.037	0.159
POS_PRIORIDAD	0.022	0.255	0.037	0.039	0.025	0.025	0.025	0.049	0.072	0.080	0.043	0.047	0.037	0.088	0.111	0.032	0.026	0.087	0.229	0.008	0.021	0.000	0.032	0.048	0.052	1.000	0.060	0.093	0.062	0.060	0.078	0.047	0.077	0.058	0.081	0.030	0.033	0.030	0.226	0.000	0.036	0.079	0.039	0.007	0.145	0.478	0.042	0.041	0.226	0.036
SEGMETO_CARRERA	0.051	0.113	0.348	0.349	0.028	0.028	0.028	0.761	0.361	0.104	0.195	0.120	0.354	0.392	0.392	0.153	0.443	0.706	0.602	0.046	0.084	0.018	0.202	0.060	0.869	0.060	1.000	0.278	0.158	0.742	0.235	0.099	0.224	0.095	0.298	0.232	0.242	0.104	0.094	0.009	0.569	0.866	0.641	0.043	0.961	0.963	0.079	0.078	0.079	0.569
IES_SIGLAS_INSTIT	0.363	0.178	0.116	0.112	0.470	0.470	0.470	0.198	0.152	0.198	1.000	0.865	0.407	0.239	0.224	0.277	0.121	0.166	0.173	0.069	0.154	0.006	0.114	0.488	0.129	0.093	0.278	1.000	1.000	0.820	0.666	0.823	0.688	0.261	0.236	0.456	0.593	0.634	0.113	0.010	0.155	0.068	0.658	0.039	0.137	0.129	0.210	0.206	0.105	0.155
TIPO_INSTITUCION	0.073	0.175	0.037	0.045	0.027	0.027	0.027	0.048	0.099	0.257	0.952	0.854	0.298	0.231	0.212	0.663	0.058	0.131	0.140	0.047	0.093	0.013	0.059	0.167	0.112	0.062	0.158	1.000	1.000	0.285	0.575	0.284	0.510	0.372	0.482	0.314	0.961	0.449	0.074	0.000	0.016	0.117	0.751	0.010	0.212	0.220	0.084	0.078	0.063	0.016
TIPO_FINANCIAMIENTO	0.083	0.145	0.564	0.564	0.024	0.024	0.024	0.089	0.569	0.182	0.421	0.222	0.571	0.570	0.569	0.137	0.564	0.127	0.137	0.074	0.023	0.026	0.432	0.128	0.092	0.060	0.742	0.820	0.285	1.000	0.293	0.172	0.276	0.178	0.165	0.138	0.293	0.121	0.085	0.010	0.564	0.570	0.641	0.037	0.568	0.580	0.256	0.255	0.075	0.564
CAMPUS_CIUDAD	0.389	0.158	0.123	0.119	0.531	0.531	0.531	0.223	0.141	0.166	0.623	0.704	0.341	0.208	0.196	0.305	0.151	0.254	0.257	0.061	0.143	0.001	0.127	0.565	0.237	0.078	0.235	0.666	0.575	0.293	1.000	0.980	0.982	0.244	0.270	0.451	0.349	0.574	0.086	0.000	0.164	0.131	0.510	0.024	0.190	0.178	0.099	0.090	0.077	0.164
PROVINCIA	0.379	0.093	0.093	0.089	0.521	0.521	0.521	0.143	0.080	0.129	0.365	0.552	0.234	0.151	0.138	0.172	0.095	0.091	0.091	0.053	0.082	0.010	0.117	0.573	0.098	0.047	0.099	0.823	0.284	0.172	0.980	1.000	0.980	0.152	0.164	0.275	0.172	0.400	0.058	0.007	0.107	0.078	0.404	0.016	0.078	0.079	0.064	0.058	0.048	0.107
CANTON	0.387	0.150	0.143	0.140	0.528	0.528	0.528	0.222	0.166	0.170	0.552	0.669	0.350	0.227	0.216	0.285	0.181	0.254	0.257	0.061	0.135	0.000	0.132	0.563	0.218	0.077	0.224	0.688	0.510	0.276	0.982	0.980	1.000	0.229	0.238	0.435	0.281	0.559	0.083	0.000	0.203	0.126	0.527	0.023	0.184	0.174	0.086	0.076	0.074	0.203
AREA	0.062	0.089	0.050	0.051	0.077	0.077	0.077	0.140	0.070	0.141	0.206	0.192	0.094	0.087	0.085	0.375	0.071	0.082	0.086	0.042	0.323	0.007	0.038	0.085	0.094	0.058	0.095	0.261	0.372	0.178	0.244	0.152	0.229	1.000	0.871	0.265	0.204	0.283	0.071	0.003	0.076	0.087	0.229	0.023	0.095	0.098	0.090	0.080	0.070	0.076
SUBAREA	0.074	0.129	0.046	0.050	0.098	0.098	0.098	0.481	0.087	0.173	0.254	0.237	0.108	0.148	0.148	0.519	0.081	0.280	0.272	0.050	0.351	0.018	0.036	0.090	0.322	0.081	0.298	0.236	0.482	0.165	0.270	0.164	0.238	0.871	1.000	0.383	0.287	0.303	0.083	0.003	0.069	0.208	0.281	0.023	0.237	0.219	0.098	0.085	0.083	0.069
MODALIDAD	0.067	0.089	0.054	0.055	0.051	0.051	0.051	0.214	0.088	0.081	0.166	0.226	0.114	0.143	0.139	0.148	0.051	0.147	0.147	0.078	0.105	0.010	0.044	0.144	0.223	0.030	0.232	0.456	0.314	0.138	0.451	0.275	0.435	0.265	0.383	1.000	0.179	0.501	0.018	0.000	0.065	0.224	0.258	0.014	0.240	0.242	0.065	0.045	0.018	0.065
NIVEL	0.061	0.129	0.221	0.222	0.022	0.022	0.022	0.068	0.231	0.151	0.462	0.416	0.287	0.257	0.252	0.370	0.226	0.092	0.093	0.034	0.112	0.010	0.176	0.109	0.124	0.033	0.242	0.593	0.961	0.293	0.349	0.172	0.281	0.204	0.287	0.179	1.000	0.212	0.057	0.007	0.255	0.262	0.518	0.009	0.261	0.271	0.063	0.059	0.044	0.255
JORNADA	0.139	0.078	0.075	0.073	0.063	0.063	0.063	0.082	0.091	0.163	0.240	0.383	0.204	0.127	0.120	0.197	0.049	0.068	0.070	0.099	0.117	0.013	0.081	0.265	0.088	0.030	0.104	0.634	0.449	0.121	0.574	0.400	0.559	0.283	0.303	0.501	0.212	1.000	0.038	0.001	0.066	0.099	0.256	0.015	0.127	0.132	0.062	0.040	0.032	0.066
ACEPTA_CUPO	0.039	0.137	0.055	0.055	0.023	0.023	0.023	0.039	0.099	0.078	0.061	0.065	0.046	0.080	0.093	0.050	0.042	0.073	0.149	0.018	0.017	0.000	0.048	0.066	0.041	0.226	0.094	0.113	0.074	0.085	0.086	0.058	0.083	0.071	0.083	0.018	0.057	0.038	1.000	0.002	0.043	0.215	0.053	0.001	0.153	0.255	0.080	0.066	1.000	0.043
ASA_ESTADO	0.008	1.000	0.010	0.010	0.003	0.003	0.003	0.000	0.012	0.005	0.000	0.004	0.010	0.012	0.012	0.002	0.010	0.000	0.000	0.000	0.000	0.000	0.007	0.005	0.000	0.000	0.009	0.010	0.000	0.010	0.000	0.007	0.000	0.003	0.003	0.000	0.007	0.001	0.002	1.000	0.010	0.007	0.009	0.000	0.011	0.010	1.000	1.000	1.000	0.010
PER_ID	0.175	0.987	0.931	0.937	0.026	0.026	0.026	0.154	0.925	0.201	0.022	0.081	0.932	0.919	0.916	0.033	0.862	0.151	0.149	0.080	0.025	0.035	0.456	0.110	0.159	0.036	0.569	0.155	0.016	0.564	0.164	0.107	0.203	0.076	0.069	0.065	0.255	0.066	0.043	0.010	1.000	0.602	0.597	0.007	0.587	0.590	0.167	0.111	0.027	1.000
SEGMENTO	0.077	0.129	0.373	0.370	0.070	0.070	0.070	0.999	0.377	0.142	0.079	0.105	0.372	0.426	0.427	0.146	0.465	0.630	0.595	0.052	0.093	0.010	0.228	0.071	1.000	0.079	0.866	0.068	0.117	0.570	0.131	0.078	0.126	0.087	0.208	0.224	0.262	0.099	0.215	0.007	0.602	1.000	0.609	0.097	0.675	0.625	0.038	0.036	0.037	0.602
TIPO_CUPO	0.156	0.120	0.598	0.598	0.032	0.032	0.032	0.098	0.598	0.207	0.518	0.533	0.621	0.634	0.628	0.366	0.600	0.116	0.115	0.079	0.075	0.028	0.459	0.278	0.111	0.039	0.641	0.658	0.751	0.641	0.510	0.404	0.527	0.229	0.281	0.258	0.518	0.256	0.053	0.009	0.597	0.609	1.000	0.018	0.602	0.615	0.090	0.086	0.057	0.597
DISCAPACIDAD	0.011	0.008	0.009	0.009	0.004	0.004	0.004	0.097	0.010	0.002	0.021	0.015	0.007	0.009	0.008	0.010	0.008	0.004	0.004	0.003	0.020	0.000	0.008	0.019	0.097	0.007	0.043	0.039	0.010	0.037	0.024	0.016	0.023	0.023	0.023	0.014	0.009	0.015	0.001	0.000	0.007	0.097	0.018	1.000	0.007	0.007	0.005	0.004	0.000	0.007
INSTANCIA_POSTULACION	0.051	0.347	0.358	0.359	0.027	0.027	0.027	0.755	0.537	0.132	0.127	0.122	0.364	0.634	0.637	0.159	0.454	1.000	0.950	0.048	0.086	0.029	0.180	0.045	0.867	0.145	0.961	0.137	0.212	0.568	0.190	0.078	0.184	0.095	0.237	0.240	0.261	0.127	0.153	0.011	0.587	0.675	0.602	0.007	1.000	0.985	0.161	0.184	0.139	0.587
INSTANCIA_ASIGNACION	0.053	0.359	0.361	0.362	0.031	0.031	0.031	0.755	0.543	0.139	0.131	0.125	0.367	0.639	0.652	0.161	0.458	1.000	1.000	0.049	0.086	0.027	0.183	0.045	0.867	0.478	0.963	0.129	0.220	0.580	0.178	0.079	0.174	0.098	0.219	0.242	0.271	0.132	0.255	0.010	0.590	0.625	0.615	0.007	0.985	1.000	0.160	0.182	0.242	0.590
ASA_GRATUIDAD	0.041	0.140	0.118	0.129	0.013	0.013	0.013	0.038	0.124	0.054	0.110	0.061	0.112	0.124	0.125	0.043	0.119	0.048	0.050	0.127	0.019	0.038	0.063	0.042	0.038	0.042	0.079	0.210	0.084	0.256	0.099	0.064	0.086	0.090	0.098	0.065	0.063	0.062	0.080	1.000	0.167	0.038	0.090	0.005	0.161	0.160	1.000	0.999	0.080	0.167
GRATUIDAD	0.034	0.113	0.070	0.095	0.011	0.011	0.011	0.036	0.109	0.036	0.109	0.054	0.078	0.109	0.110	0.039	0.076	0.096	0.097	0.112	0.018	0.040	0.062	0.039	0.037	0.041	0.078	0.206	0.078	0.255	0.090	0.058	0.076	0.080	0.085	0.045	0.059	0.040	0.066	1.000	0.111	0.036	0.086	0.004	0.184	0.182	0.999	1.000	0.066	0.111
ACEPTA_CUPO_DDA	0.038	0.137	0.044	0.044	0.018	0.018	0.018	0.036	0.108	0.078	0.054	0.059	0.032	0.068	0.087	0.050	0.024	0.072	0.150	0.018	0.018	0.006	0.030	0.055	0.037	0.226	0.079	0.105	0.063	0.075	0.077	0.048	0.074	0.070	0.083	0.018	0.044	0.032	1.000	1.000	0.027	0.037	0.057	0.000	0.139	0.242	0.080	0.066	1.000	0.027
archivo	0.140	0.987	0.931	0.937	0.026	0.026	0.026	0.154	0.925	0.201	0.022	0.081	0.932	0.919	0.916	0.033	0.862	0.151	0.149	0.062	0.025	0.035	0.456	0.110	0.159	0.036	0.569	0.155	0.016	0.564	0.164	0.107	0.203	0.076	0.069	0.065	0.255	0.066	0.043	0.010	1.000	0.602	0.597	0.007	0.587	0.590	0.167	0.111	0.027	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

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	Unnamed: 0	ASA_ID	INI_ID	INS_ID	GENERO	USU_FECHA_NAC	USU_NACIONALIDAD	ETNIA	COD_PARROQUIA_RESIDE	PARROQUIA_RESIDE	COD_CANTON_RESIDE	CANTON_RESIDE	COD_PROV_RESIDE	PROVINCIA_RESIDE	PRD_ID	SEGMENTACION_PERSONA	POS_ID	POS_NOTA	POS_PRIORIDAD	SEGMETO_CARRERA	IES_ID	IES_SIGLAS_INSTIT	NOMBRE_INSTITUCION	TIPO_INSTITUCION	TIPO_FINANCIAMIENTO	CAMPUS_NOMBRE	CAM_ID	CAMPUS_CIUDAD	PROVINCIA	CANTON	PARROQUIA	CCP_ID	CUS_ID_PADRE	CUS_ID_HIJO	CAR_ID	CARRERA	AREA	SUBAREA	MODALIDAD	NIVEL	JORNADA	ACEPTA_CUPO	ASA_ESTADO	OFA_ID	ASA_FECHA_ACEPTACION	EXONERADO	OFA_ESTADO	PER_ID	SEGMENTO	TIPO_CUPO	DISCAPACIDAD	PRD_ID_NUM_POSTULACION	PRD_ID_NUM_ASIGNACION	INSTANCIA_POSTULACION	INSTANCIA_ASIGNACION	ASA_OBSERVACION	ASA_GRATUIDAD	GRATUIDAD	ACEPTA_CUPO_DDA	ASA_ESTADO_DDA	cod_final	archivo
0	1	2242680.0	6835166.0	11425152.0	FEMENINO	23233.0	ECUATORIANA	Mestizo/a	170109.0	CHIMBACALLE	1701.0	DISTRITO METROPOLITANO DE QUITO	17.0	PICHINCHA	676.0	POLITICA DE ACCION AFIRMATIVA	26943201.0	830.0	1.0	POLITICA DE ACCION AFIRMATIVA	1022.0	NaN	INSTITUTO TECNOLÓGICO SUPERIOR LIBERTAD	I	AUTOFINANCIADA	MATRIZ - Sede QUITO	1226.0	QUITO	PICHINCHA	DISTRITO METROPOLITANO DE QUITO	QUITO DISTRITO METROPOLITANO, CABECERA CANTONAL, CAPITAL PROVINCIAL Y DE LA REPUBLICA DEL ECUADOR	31999.0	305283.0	305283.0	7498.0	TECNOLOGIA SUPERIOR EN PODOLOGIA	SALUD Y BIENESTAR	SALUD	PRESENCIAL	TERCER NIVEL TECNOLÓGICO SUPERIOR	VESPERTINA	0.0	1.0	180428.0	NaN	N	1.0	22.0	/POLITICA DE ACCION AFIRMATIVA	PRIMER SEMESTRE	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACIÓN DE CUPOS	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073	0.0	MANTIENE GRATUIDAD	0.0	1.0	2702700138	asigna-acepta_per22.csv
1	2	2265703.0	7096694.0	11948261.0	MASCULINO	28082.0	ECUATORIANA	Mestizo/a	90110.0	ROCAFUERTE	901.0	GUAYAQUIL	9.0	GUAYAS	47.0	POBLACION GENERAL	27592391.0	760.0	5.0	OFERTA PÚBLICA	86.0	UTM	UNIVERSIDAD TECNICA DE MANABI	U	PÚBLICA	MATRIZ - PORTOVIEJO	294.0	PORTOVIEJO	MANABI	PORTOVIEJO	PORTOVIEJO	29333.0	304872.0	306255.0	5457.0	TURISMO	SERVICIOS	SERVICIOS PERSONALES	EN LINEA	TERCER NIVEL	NO APLICA JORNADA	1.0	1.0	175218.0	44479.457581	N	1.0	22.0	POBLACION GENERAL	NIVELACIÓN	NO	446.0	463.0	PRIMERA POSTULACION	SEGUNDA ASIGNACIÓN DE CUPOS	2da Asignación de cupos 1era Postulación p22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-075	4.0	NaN	1.0	1.0	7115950165	asigna-acepta_per22.csv
2	3	2237198.0	7479027.0	12035579.0	FEMENINO	25700.0	ECUATORIANA	NaN	NaN	NaN	NaN	NaN	NaN	NaN	47.0	POBLACION GENERAL	27608814.0	851.0	1.0	OFERTA PÚBLICA	59.0	UNEMI	UNIVERSIDAD ESTATAL DE MILAGRO	U	PÚBLICA	MATRIZ - MILAGRO	32.0	MILAGRO	GUAYAS	MILAGRO	MILAGRO, CABECERA CANTONAL	30216.0	304825.0	304825.0	5476.0	PSICOLOGIA	CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO	CIENCIAS SOCIALES Y DEL COMPORTAMIENTO	EN LINEA	TERCER NIVEL	NO APLICA JORNADA	0.0	1.0	180856.0	NaN	N	1.0	22.0	POBLACION GENERAL	NIVELACIÓN	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACIÓN DE CUPOS	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073	0.0	MANTIENE GRATUIDAD	0.0	1.0	2061520110	asigna-acepta_per22.csv
3	4	2222225.0	7068123.0	11891094.0	FEMENINO	28625.0	ECUATORIANA	Mestizo/a	10109.0	MONAY	101.0	CUENCA	1.0	AZUAY	676.0	POLITICA DE ACCION AFIRMATIVA	26606666.0	866.0	1.0	OFERTA PÚBLICA	48.0	UCUENCA	UNIVERSIDAD DE CUENCA	U	PÚBLICA	MATRIZ - AZUAY.	743.0	CUENCA	AZUAY	CUENCA	CUENCA, CABECERA CANTONAL Y CAPITAL PROVINCIAL.	31757.0	303576.0	303576.0	5511.0	ARTES VISUALES	ARTES Y HUMANIDADES	ARTES	PRESENCIAL	TERCER NIVEL	INTENSIVA	1.0	1.0	177884.0	44475.322303	N	1.0	22.0	/POLITICA DE ACCION AFIRMATIVA	PRIMER SEMESTRE	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACIÓN DE CUPOS	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073	0.0	MANTIENE GRATUIDAD	1.0	1.0	2488410110	asigna-acepta_per22.csv
4	5	2202366.0	6928614.0	11612070.0	MASCULINO	28266.0	ECUATORIANA	Mestizo/a	10105.0	EL VECINO	101.0	CUENCA	1.0	AZUAY	676.0	POLITICA DE ACCION AFIRMATIVA	27135610.0	695.0	1.0	OFERTA PÚBLICA	497.0	NaN	INSTITUTO TECNOLÓGICO SUPERIOR LUIS ROGERIO GONZALEZ	I	PÚBLICA	MATRIZ - AZOGUES	554.0	AZOGUES	CAÑAR	AZOGUES	AZOGUES	30189.0	303828.0	303828.0	5113.0	TECNOLOGIA SUPERIOR EN ELECTRICIDAD	INGENIERIA, INDUSTRIA Y CONSTRUCCION	INGENIERIA Y PROFESIONES AFINES	PRESENCIAL	TERCER NIVEL TECNOLÓGICO SUPERIOR	NOCTURNA	1.0	1.0	174977.0	44474.999468	N	1.0	22.0	/POLITICA DE ACCION AFIRMATIVA	PRIMER SEMESTRE	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACIÓN DE CUPOS	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073	0.0	MANTIENE GRATUIDAD	1.0	1.0	2553310129	asigna-acepta_per22.csv
5	6	2278261.0	6871138.0	11497114.0	MASCULINO	27921.0	ECUATORIANA	Mestizo/a	10113.0	TOTORACOCHA	101.0	CUENCA	1.0	AZUAY	676.0	POLITICA DE ACCION AFIRMATIVA	28868045.0	765.0	1.0	OFERTA PÚBLICA	59.0	UNEMI	UNIVERSIDAD ESTATAL DE MILAGRO	U	PÚBLICA	MATRIZ - MILAGRO	32.0	MILAGRO	GUAYAS	MILAGRO	MILAGRO, CABECERA CANTONAL	30219.0	309363.0	309363.0	4911.0	TECNOLOGIAS DE LA INFORMACION	TECNOLOGIAS DE LA INFORMACION Y LA COMUNICACION (TIC)	TECNOLOGIAS DE LA INFORMACION Y LA COMUNICACION (TIC)	EN LINEA	TERCER NIVEL	NO APLICA JORNADA	0.0	1.0	172714.0	NaN	N	1.0	22.0	/POLITICA DE ACCION AFIRMATIVA	NIVELACIÓN	NO	492.0	492.0	SEGUNDA POSTULACIÓN	TERCERA ASIGNACIÓN DE CUPOS	3ra Asignación de cupos 2da Postulación P22 de acuerdo a las reglas remitidas en el CGTIC-PROY-2022-RF-081	0.0	MANTIENE GRATUIDAD	0.0	1.0	2705290101	asigna-acepta_per22.csv
6	7	2191225.0	6831573.0	11417986.0	FEMENINO	29060.0	ECUATORIANA	Mestizo/a	110102.0	SAN SEBASTIÁN	1101.0	LOJA	11.0	LOJA	676.0	POLITICA DE ACCION AFIRMATIVA	26713308.0	898.0	1.0	OFERTA PÚBLICA	72.0	UNL	UNIVERSIDAD NACIONAL DE LOJA	U	PÚBLICA	MATRIZ - LOJA	275.0	LOJA	LOJA	LOJA	LOJA, CABECERA CANTONAL Y CAPITAL PROVINCIAL	29750.0	303896.0	303896.0	4781.0	DERECHO	CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO	DERECHO	PRESENCIAL	TERCER NIVEL	NOCTURNA	1.0	1.0	176573.0	44474.579132	N	1.0	22.0	/POLITICA DE ACCION AFIRMATIVA	PRIMER SEMESTRE	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACIÓN DE CUPOS	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073	0.0	MANTIENE GRATUIDAD	1.0	1.0	2714170192	asigna-acepta_per22.csv
7	8	2237549.0	6880661.0	11516168.0	MASCULINO	26354.0	ECUATORIANA	Mestizo/a	10111.0	SAN SEBASTIÁN	101.0	CUENCA	1.0	AZUAY	676.0	POLITICA DE ACCION AFIRMATIVA	27892679.0	789.0	1.0	OFERTA PÚBLICA	59.0	UNEMI	UNIVERSIDAD ESTATAL DE MILAGRO	U	PÚBLICA	MATRIZ - MILAGRO	32.0	MILAGRO	GUAYAS	MILAGRO	MILAGRO, CABECERA CANTONAL	30216.0	304825.0	304825.0	5476.0	PSICOLOGIA	CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO	CIENCIAS SOCIALES Y DEL COMPORTAMIENTO	EN LINEA	TERCER NIVEL	NO APLICA JORNADA	1.0	1.0	180856.0	44474.816655	N	1.0	22.0	/POLITICA DE ACCION AFIRMATIVA	NIVELACIÓN	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACIÓN DE CUPOS	1era Asignación de cupos 1era Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2021-RF-073	0.0	MANTIENE GRATUIDAD	1.0	1.0	2694260192	asigna-acepta_per22.csv
8	9	2299482.0	7004881.0	11764645.0	FEMENINO	26424.0	ECUATORIANA	Mestizo/a	10113.0	TOTORACOCHA	101.0	CUENCA	1.0	AZUAY	676.0	POLITICA DE ACCION AFIRMATIVA	29578514.0	774.0	1.0	POLITICA DE ACCION AFIRMATIVA	456.0	NaN	INSTITUTO TECNOLÓGICO SUPERIOR AMERICAN COLLEGE	I	AUTOFINANCIADA	SEDE - CUENCA	1453.0	CUENCA	AZUAY	CUENCA	CUENCA, CABECERA CANTONAL Y CAPITAL PROVINCIAL.	29712.0	313474.0	313474.0	4676.0	GERONTOLOGIA	SALUD Y SERVICIOS SOCIALES	SERVICIOS SOCIALES	PRESENCIAL	TERCER NIVEL TÉCNICO SUPERIOR	NOCTURNA	1.0	1.0	177291.0	44511.47169	N	1.0	22.0	/POLITICA DE ACCION AFIRMATIVA	PRIMER SEMESTRE	NO	1092.0	1092.0	CUARTA POSTULACIÓN	SEXTA ASIGNACIÓN DE CUPOS	6ta Asignación de cupos 4ta Postulación P22 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2022-RF-093	0.0	MANTIENE GRATUIDAD	1.0	1.0	2762040147	asigna-acepta_per22.csv
9	10	2282488.0	6856446.0	11467754.0	MASCULINO	29812.0	ECUATORIANA	Negro/a	90114.0	XIMENA	901.0	GUAYAQUIL	9.0	GUAYAS	676.0	POLITICA DE ACCION AFIRMATIVA	28558265.0	716.0	2.0	OFERTA PÚBLICA	59.0	UNEMI	UNIVERSIDAD ESTATAL DE MILAGRO	U	PÚBLICA	MATRIZ - MILAGRO	32.0	MILAGRO	GUAYAS	MILAGRO	MILAGRO, CABECERA CANTONAL	30222.0	310197.0	310197.0	5457.0	TURISMO	SERVICIOS	SERVICIOS PERSONALES	EN LINEA	TERCER NIVEL	NO APLICA JORNADA	0.0	1.0	174128.0	NaN	N	1.0	22.0	/POLITICA DE ACCION AFIRMATIVA	NIVELACIÓN	NO	492.0	492.0	SEGUNDA POSTULACIÓN	TERCERA ASIGNACIÓN DE CUPOS	3ra Asignación de cupos 2da Postulación P22 de acuerdo a las reglas remitidas en el CGTIC-PROY-2022-RF-081	0.0	MANTIENE GRATUIDAD	0.0	1.0	2705320192	asigna-acepta_per22.csv

	Unnamed: 0	ASA_ID	INI_ID	INS_ID	GENERO	USU_FECHA_NAC	USU_NACIONALIDAD	ETNIA	COD_PARROQUIA_RESIDE	PARROQUIA_RESIDE	COD_CANTON_RESIDE	CANTON_RESIDE	COD_PROV_RESIDE	PROVINCIA_RESIDE	PRD_ID	SEGMENTACION_PERSONA	POS_ID	POS_NOTA	POS_PRIORIDAD	SEGMETO_CARRERA	IES_ID	IES_SIGLAS_INSTIT	NOMBRE_INSTITUCION	TIPO_INSTITUCION	TIPO_FINANCIAMIENTO	CAMPUS_NOMBRE	CAM_ID	CAMPUS_CIUDAD	PROVINCIA	CANTON	PARROQUIA	CCP_ID	CUS_ID_PADRE	CUS_ID_HIJO	CAR_ID	CARRERA	AREA	SUBAREA	MODALIDAD	NIVEL	JORNADA	ACEPTA_CUPO	ASA_ESTADO	OFA_ID	ASA_FECHA_ACEPTACION	EXONERADO	OFA_ESTADO	PER_ID	SEGMENTO	TIPO_CUPO	DISCAPACIDAD	PRD_ID_NUM_POSTULACION	PRD_ID_NUM_ASIGNACION	INSTANCIA_POSTULACION	INSTANCIA_ASIGNACION	ASA_OBSERVACION	ASA_GRATUIDAD	GRATUIDAD	ACEPTA_CUPO_DDA	ASA_ESTADO_DDA	cod_final	archivo
607454	112028	NaN	4175729.0	7475792.0	MASCULINO	37325	BRASIL	Afrodescendiente	30102.0	AZOGUES	301.0	AZOGUES	3.0	CA√ëAR	676.0	POLITICA DE ACCION AFIRMATIVA	18404831.0	678.0	1.0	POLITICA DE ACCION AFIRMATIVA	79.0	NaN	UNIVERSIDAD POLITECNICA SALESIANA	U	COFINANCIADA	GUAYAQUIL	459.0	GUAYAQUIL	GUAYAS	GUAYAQUIL	GUAYAQUIL, CABECERA CANTONAL Y CAPITAL PROVINCIAL	21207.0	276133.0	276133.0	4749.0	COMPUTACION	TECNOLOGIAS DE LA INFORMACION Y LA COMUNICACION (TIC)	TECNOLOGIAS DE LA INFORMACION Y LA COMUNICACION (TIC)	PRESENCIAL	TERCER NIVEL	MATUTINA	1.0	1.0	102891.0	43726,40104	N	1.0	18.0	POLITICA DE ACCION AFIRMATIVA	PRIMER SEMESTRE	NO	494.0	494.0	TERCERA POSTULACION	QUINTA ASIGNACI√ìN DE CUPOS	5ta Asignaci√≥n de cupos 3ra Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-119 y memorando Nro. SENESCYT-SAES-DDA-2019-0521-M del 18-09-2019	NaN	NaN	NaN	NaN	2275041710	asigna-acepta_per18.csv
607455	112029	NaN	4139392.0	7403100.0	MASCULINO	36894	BRASIL	Blanco	180101.0	ATOCHA ‚Äì FICOA	1801.0	AMBATO	18.0	TUNGURAHUA	47.0	POBLACION GENERAL	17361196.0	845.0	2.0	OFERTA P√öBLICA	82.0	UTA	UNIVERSIDAD TECNICA DE AMBATO	U	P√öBLICA	MATRIZ - AMBATO	288.0	AMBATO	TUNGURAHUA	AMBATO	LA MERCED	19556.0	268183.0	268183.0	5039.0	MECANICA	INGENIERIA, INDUSTRIA Y CONSTRUCCION	INGENIERIA Y PROFESIONES AFINES	PRESENCIAL	TERCER NIVEL	INTENSIVA	1.0	1.0	99858.0	43692,88163	N	1.0	18.0	/POBLACION GENERAL	NIVELACI√ìN	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACI√ìN DE CUPOS	1era Asignaci√≥n de cupos 1era Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-104 y memorando Nro.SENESCYT-SAES-DDA-2019-0456-M del 14 septiembre 2019	NaN	NaN	NaN	NaN	1851962274	asigna-acepta_per18.csv
607456	112030	NaN	4164347.0	7453013.0	MASCULINO	34914	CUBA	Blanco	90601.0	DAULE	906.0	DAULE	9.0	GUAYAS	47.0	POBLACION GENERAL	17670405.0	820.0	2.0	OFERTA P√öBLICA	51.0	UG	UNIVERSIDAD DE GUAYAQUIL	U	P√öBLICA	MATRIZ - GUAYAQUIL	29.0	GUAYAQUIL	GUAYAS	GUAYAQUIL	GUAYAQUIL, CABECERA CANTONAL Y CAPITAL PROVINCIAL	19387.0	272443.0	272443.0	5167.0	DISE√ëO GRAFICO	ARTES Y HUMANIDADES	ARTES	PRESENCIAL	TERCER NIVEL	MATUTINA	1.0	1.0	95930.0	43712,35222	N	1.0	18.0	/POBLACION GENERAL	NIVELACI√ìN	NO	492.0	492.0	SEGUNDA POSTULACI√ìN	TERCERA ASIGNACI√ìN DE CUPOS	2da Asignaci√≥n de cupos 2da Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-110 y memorando Nro. SENESCYT-SAES-DDA-2019-0492-M del 03/09/2019	NaN	NaN	NaN	NaN	9286454001	asigna-acepta_per18.csv
607457	112031	NaN	4128821.0	7381991.0	FEMENINO	36385	CUBA	Blanco	100302.0	SAN FRANCISCO	1003.0	COTACACHI	10.0	IMBABURA	47.0	POBLACION GENERAL	18397791.0	976.0	1.0	OFERTA P√öBLICA	46.0	UCE	UNIVERSIDAD CENTRAL DEL ECUADOR	U	P√öBLICA	MATRIZ - QUITO	1317.0	QUITO	PICHINCHA	DISTRITO METROPOLITANO DE QUITO	QUITO DISTRITO METROPOLITANO, CABECERA CANTONAL, CAPITAL PROVINCIAL Y DE LA REPUBLICA DEL ECUADOR	20685.0	274981.0	274981.0	4913.0	ODONTOLOGIA	SALUD Y BIENESTAR	SALUD	PRESENCIAL	TERCER NIVEL	INTENSIVA	1.0	1.0	98317.0	43726,40104	N	1.0	18.0	/POBLACION GENERAL	NIVELACI√ìN	NO	494.0	494.0	TERCERA POSTULACION	QUINTA ASIGNACI√ìN DE CUPOS	5ta Asignaci√≥n de cupos 3ra Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-119 y memorando Nro. SENESCYT-SAES-DDA-2019-0521-M del 18-09-2019	NaN	NaN	NaN	NaN	2064586283	asigna-acepta_per18.csv
607458	112032	NaN	4015555.0	7155418.0	MASCULINO	36733	CUBA	Blanco	170177.0	POMASQUI	1701.0	DISTRITO METROPOLITANO DE QUITO	17.0	PICHINCHA	676.0	POLITICA DE ACCION AFIRMATIVA	17201207.0	930.0	2.0	OFERTA P√öBLICA	46.0	UCE	UNIVERSIDAD CENTRAL DEL ECUADOR	U	P√öBLICA	MATRIZ - QUITO	1317.0	QUITO	PICHINCHA	DISTRITO METROPOLITANO DE QUITO	QUITO DISTRITO METROPOLITANO, CABECERA CANTONAL, CAPITAL PROVINCIAL Y DE LA REPUBLICA DEL ECUADOR	20662.0	268258.0	268258.0	4781.0	DERECHO	CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO	DERECHO	PRESENCIAL	TERCER NIVEL	INTENSIVA	1.0	1.0	96914.0	43692,83652	N	1.0	18.0	POLITICA DE ACCION AFIRMATIVA	NIVELACI√ìN	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACI√ìN DE CUPOS	1era Asignaci√≥n de cupos 1era Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-104 y memorando Nro.SENESCYT-SAES-DDA-2019-0456-M del 14 septiembre 2019	NaN	NaN	NaN	NaN	2193517329	asigna-acepta_per18.csv
607459	112033	NaN	4158393.0	7441132.0	MASCULINO	36456	CUBA	Mestizo	240301.0	CARLOS ESPINOZA LARREA	2403.0	SALINAS	24.0	SANTA ELENA	47.0	POBLACION GENERAL	17124306.0	688.0	1.0	OFERTA P√öBLICA	61.0	UPSE	UNIVERSIDAD ESTATAL PENINSULA DE SANTA ELENA	U	P√öBLICA	SANTA ELENA	1518.0	SANTA ELENA	SANTA ELENA	SANTA ELENA	SANTA ELENA	21188.0	268137.0	268137.0	4748.0	ELECTRONICA Y AUTOMATIZACION	INGENIERIA, INDUSTRIA Y CONSTRUCCION	INGENIERIA Y PROFESIONES AFINES	PRESENCIAL	TERCER NIVEL	VESPERTINA	1.0	1.0	100461.0	43692,62873	N	1.0	18.0	/POBLACION GENERAL	NIVELACI√ìN	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACI√ìN DE CUPOS	1era Asignaci√≥n de cupos 1era Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-104 y memorando Nro.SENESCYT-SAES-DDA-2019-0456-M del 14 septiembre 2019	NaN	NaN	NaN	NaN	2275857429	asigna-acepta_per18.csv
607460	112034	NaN	4171155.0	7466645.0	MASCULINO	32523	CUBA	Negro	130102.0	12 DE MARZO	1301.0	PORTOVIEJO	13.0	MANABI	676.0	POLITICA DE ACCION AFIRMATIVA	17715487.0	660.0	1.0	OFERTA P√öBLICA	59.0	UNEMI	UNIVERSIDAD ESTATAL DE MILAGRO	U	P√öBLICA	MATRIZ - MILAGRO	32.0	MILAGRO	GUAYAS	MILAGRO	MILAGRO, CABECERA CANTONAL	20840.0	273071.0	273071.0	5205.0	COMUNICACION	CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO	PERIODISMO E INFORMACION	EN LINEA	TERCER NIVEL	NO APLICA JORNADA	1.0	1.0	97597.0	43712,33881	N	1.0	18.0	POLITICA DE ACCION AFIRMATIVA	NIVELACI√ìN	NO	492.0	492.0	SEGUNDA POSTULACI√ìN	TERCERA ASIGNACI√ìN DE CUPOS	2da Asignaci√≥n de cupos 2da Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-110 y memorando Nro. SENESCYT-SAES-DDA-2019-0492-M del 03/09/2019	NaN	NaN	NaN	NaN	2274493665	asigna-acepta_per18.csv
607461	112035	NaN	4581450.0	7901002.0	MASCULINO	36757	CUBA	Mestizo	170121.0	LA MAGDALENA	1701.0	DISTRITO METROPOLITANO DE QUITO	17.0	PICHINCHA	47.0	POBLACION GENERAL	16671687.0	988.0	1.0	OFERTA P√öBLICA	46.0	UCE	UNIVERSIDAD CENTRAL DEL ECUADOR	U	P√öBLICA	MATRIZ - QUITO	1317.0	QUITO	PICHINCHA	DISTRITO METROPOLITANO DE QUITO	QUITO DISTRITO METROPOLITANO, CABECERA CANTONAL, CAPITAL PROVINCIAL Y DE LA REPUBLICA DEL ECUADOR	20681.0	268277.0	268277.0	4462.0	MEDICINA	SALUD Y BIENESTAR	SALUD	PRESENCIAL	TERCER NIVEL	INTENSIVA	1.0	1.0	104088.0	43692,27061	N	1.0	18.0	/POBLACION GENERAL	NIVELACI√ìN	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACI√ìN DE CUPOS	1era Asignaci√≥n de cupos 1era Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-104 y memorando Nro.SENESCYT-SAES-DDA-2019-0456-M del 14 septiembre 2019	NaN	NaN	NaN	NaN	1976035865	asigna-acepta_per18.csv
607462	112036	NaN	4196646.0	7517563.0	MASCULINO	36760	CUBA	Mestizo	180103.0	HUACHI CHICO	1801.0	AMBATO	18.0	TUNGURAHUA	47.0	POBLACION GENERAL	16430065.0	907.0	1.0	OFERTA P√öBLICA	82.0	UTA	UNIVERSIDAD TECNICA DE AMBATO	U	P√öBLICA	MATRIZ - AMBATO	288.0	AMBATO	TUNGURAHUA	AMBATO	LA MERCED	19542.0	268169.0	268169.0	5205.0	COMUNICACION	CIENCIAS SOCIALES, PERIODISMO, INFORMACION Y DERECHO	PERIODISMO E INFORMACION	PRESENCIAL	TERCER NIVEL	INTENSIVA	1.0	1.0	102768.0	43692,03888	N	1.0	18.0	/POBLACION GENERAL	NIVELACI√ìN	NO	446.0	446.0	PRIMERA POSTULACION	PRIMERA ASIGNACI√ìN DE CUPOS	1era Asignaci√≥n de cupos 1era Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-104 y memorando Nro.SENESCYT-SAES-DDA-2019-0456-M del 14 septiembre 2019	NaN	NaN	NaN	NaN	2033736501	asigna-acepta_per18.csv
607463	112037	NaN	4010492.0	7145332.0	MASCULINO	36857	PANAMA	Afrodescendiente	170112.0	I√ëAQUITO	1701.0	DISTRITO METROPOLITANO DE QUITO	17.0	PICHINCHA	676.0	POLITICA DE ACCION AFIRMATIVA	18402635.0	651.0	3.0	OFERTA P√öBLICA	22.0	ESPE	UNIVERSIDAD DE LAS FUERZAS ARMADAS (ESPE)	U	P√öBLICA	EXTENSION - LATACUNGA	1330.0	LATACUNGA	COTOPAXI	LATACUNGA	LATACUNGA, CABECERA CANTONAL Y CAPITAL PROVINCIAL	20386.0	276044.0	276044.0	5247.0	PETROQUIMICA	INGENIERIA, INDUSTRIA Y CONSTRUCCION	INGENIERIA Y PROFESIONES AFINES	PRESENCIAL	TERCER NIVEL	INTENSIVA	1.0	1.0	94303.0	43726,40104	N	1.0	18.0	POLITICA DE ACCION AFIRMATIVA	NIVELACI√ìN	NO	494.0	494.0	TERCERA POSTULACION	QUINTA ASIGNACI√ìN DE CUPOS	5ta Asignaci√≥n de cupos 3ra Postulaci√≥n P18 de acuerdo a las reglas remitidas en el RF CGTIC-PROY-2019-RF-119 y memorando Nro. SENESCYT-SAES-DDA-2019-0521-M del 18-09-2019	NaN	NaN	NaN	NaN	2155890065	asigna-acepta_per18.csv

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Math Symbol

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Math Operators

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Math Symbol

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Math Operators

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Lowercase Letter

Other Punctuation

Open Punctuation

Dash Punctuation

Space Separator

Close Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Math Operators

Punctuation

Common Values

Length